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<?xml version="1.0" encoding="utf-8" ?>
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd">
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta http-equiv="Content-Style-Type" content="text/css" />
<meta name="generator" content="pandoc" />
<meta name="author" content="郭耀仁" />
<meta name="date" content="2017-09-01" />
<title>分類模型（Classification）</title>
<style type="text/css">code{white-space: pre;}</style>
<style type="text/css">
div.sourceCode { overflow-x: auto; }
table.sourceCode, tr.sourceCode, td.lineNumbers, td.sourceCode {
margin: 0; padding: 0; vertical-align: baseline; border: none; }
table.sourceCode { width: 100%; line-height: 100%; }
td.lineNumbers { text-align: right; padding-right: 4px; padding-left: 4px; color: #aaaaaa; border-right: 1px solid #aaaaaa; }
td.sourceCode { padding-left: 5px; }
code > span.kw { color: #007020; font-weight: bold; } /* Keyword */
code > span.dt { color: #902000; } /* DataType */
code > span.dv { color: #40a070; } /* DecVal */
code > span.bn { color: #40a070; } /* BaseN */
code > span.fl { color: #40a070; } /* Float */
code > span.ch { color: #4070a0; } /* Char */
code > span.st { color: #4070a0; } /* String */
code > span.co { color: #60a0b0; font-style: italic; } /* Comment */
code > span.ot { color: #007020; } /* Other */
code > span.al { color: #ff0000; font-weight: bold; } /* Alert */
code > span.fu { color: #06287e; } /* Function */
code > span.er { color: #ff0000; font-weight: bold; } /* Error */
code > span.wa { color: #60a0b0; font-weight: bold; font-style: italic; } /* Warning */
code > span.cn { color: #880000; } /* Constant */
code > span.sc { color: #4070a0; } /* SpecialChar */
code > span.vs { color: #4070a0; } /* VerbatimString */
code > span.ss { color: #bb6688; } /* SpecialString */
code > span.im { } /* Import */
code > span.va { color: #19177c; } /* Variable */
code > span.cf { color: #007020; font-weight: bold; } /* ControlFlow */
code > span.op { color: #666666; } /* Operator */
code > span.bu { } /* BuiltIn */
code > span.ex { } /* Extension */
code > span.pp { color: #bc7a00; } /* Preprocessor */
code > span.at { color: #7d9029; } /* Attribute */
code > span.do { color: #ba2121; font-style: italic; } /* Documentation */
code > span.an { color: #60a0b0; font-weight: bold; font-style: italic; } /* Annotation */
code > span.cv { color: #60a0b0; font-weight: bold; font-style: italic; } /* CommentVar */
code > span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Information */
</style>
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<script src="data:application/x-javascript;base64,/* slidy.js

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   http://www.w3.org/Consortium/Legal/copyright-software

   Defines single name "w3c_slidy" in global namespace
   Adds event handlers without trampling on any others
*/

// the slidy object implementation
var w3c_slidy = {
  // classify which kind of browser we're running under
  ns_pos: (typeof window.pageYOffset!='undefined'),
  khtml: ((navigator.userAgent).indexOf("KHTML") >= 0 ? true : false),
  opera: ((navigator.userAgent).indexOf("Opera") >= 0 ? true : false),
  ipad: ((navigator.userAgent).indexOf("iPad") >= 0 ? true : false),
  iphone: ((navigator.userAgent).indexOf("iPhone") >= 0 ? true : false),
  android: ((navigator.userAgent).indexOf("Android") >= 0 ? true : false),
  ie: (typeof document.all != "undefined" && !this.opera),
  ie6: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 6") != -1),
  ie7: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 7") != -1),
  ie8: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 8") != -1),
  ie9: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 9") != -1),

  // data for swipe and double tap detection on touch screens
  last_tap: 0,
  prev_tap: 0,
  start_x: 0,
  start_y: 0,
  delta_x: 0,
  delta_y: 0,

  // are we running as XHTML? (doesn't work on Opera)
  is_xhtml: /xml/.test(document.contentType),

  slide_number: 0, // integer slide count: 0, 1, 2, ...
  slide_number_element: null, // element containing slide number
  slides: [], // set to array of slide div's
  notes: [], // set to array of handout div's
  backgrounds: [], // set to array of background div's
  observers: [], // list of observer functions
  toolbar: null, // element containing toolbar
  title: null, // document title
  last_shown: null, // last incrementally shown item
  eos: null,  // span element for end of slide indicator
  toc: null, // table of contents
  outline: null, // outline element with the focus
  selected_text_len: 0, // length of drag selection on document
  view_all: 0,  // 1 to view all slides + handouts
  want_toolbar: true,  // user preference to show/hide toolbar
  mouse_click_enabled: true, // enables left click for next slide
  scroll_hack: 0, // IE work around for position: fixed
  disable_slide_click: false,  // used by clicked anchors

  lang: "en", // updated to language specified by html file

  help_anchor: null, // used for keyboard focus hack in showToolbar()
  help_page: "http://www.w3.org/Talks/Tools/Slidy2/help/help.html",
  help_text: "Navigate with mouse click, space bar, Cursor Left/Right, " +
             "or Pg Up and Pg Dn. Use S and B to change font size.",

  size_index: 0,
  size_adjustment: 0,
  sizes:  new Array("10pt", "12pt", "14pt", "16pt", "18pt", "20pt",
                    "22pt", "24pt", "26pt", "28pt", "30pt", "32pt"),

  // needed for efficient resizing
  last_width: 0,
  last_height: 0,


  // Needed for cross browser support for relative width/height on
  // object elements. The work around is to save width/height attributes
  // and then to recompute absolute width/height dimensions on resizing
   objects: [],

  // attach initialiation event handlers
  set_up: function () {
    var init = function() { w3c_slidy.init(); };
    if (typeof window.addEventListener != "undefined")
      window.addEventListener("load", init, false);
    else
      window.attachEvent("onload", init);
  },

  hide_slides: function () {
    if (document.body && !w3c_slidy.initialized)
      document.body.style.visibility = "hidden";
    else
      setTimeout(w3c_slidy.hide_slides, 50);
  },

  // hack to persuade IE to compute correct document height
  // as needed for simulating fixed positioning of toolbar
  ie_hack: function () {
    window.resizeBy(0,-1);
    window.resizeBy(0, 1);
  },

  init: function () {
    //alert("slidy starting test 10");
    document.body.style.visibility = "visible";
    this.init_localization();
    this.add_toolbar();
    this.wrap_implicit_slides();
    this.collect_slides();
    this.collect_notes();
    this.collect_backgrounds();
    this.objects = document.body.getElementsByTagName("object");
    this.patch_anchors();
    this.slide_number = this.find_slide_number(location.href);
    window.offscreenbuffering = true;
    this.size_adjustment = this.find_size_adjust();
    this.time_left = this.find_duration();
    this.hide_image_toolbar();  // suppress IE image toolbar popup
    this.init_outliner();  // activate fold/unfold support
    this.title = document.title;
    this.keyboardless = (this.ipad||this.iphone||this.android);

    if (this.keyboardless)
    {
      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
      this.want_toolbar = 0;
    }

    // work around for opera bug
    this.is_xhtml = (document.body.tagName == "BODY" ? false : true);

    if (this.slides.length > 0)
    {
      var slide = this.slides[this.slide_number];
   
      if (this.slide_number > 0)
      {
        this.set_visibility_all_incremental("visible");
        this.last_shown = this.previous_incremental_item(null);
        this.set_eos_status(true);
      }
      else
      {
        this.last_shown = null;
        this.set_visibility_all_incremental("hidden");
        this.set_eos_status(!this.next_incremental_item(this.last_shown));
      }

      this.set_location();
      this.add_class(this.slides[0], "first-slide");
      w3c_slidy.show_slide(slide);
    }

    this.toc = this.table_of_contents();

    this.add_initial_prompt();

    // bind event handlers without interfering with custom page scripts
    // Tap events behave too weirdly to support clicks reliably on
    // iPhone and iPad, so exclude these from click handler

    if (!this.keyboardless)
    {
      this.add_listener(document.body, "click", this.mouse_button_click);
      this.add_listener(document.body, "mousedown", this.mouse_button_down);
    }

    this.add_listener(document, "keydown", this.key_down);
    this.add_listener(document, "keypress", this.key_press);
    this.add_listener(window, "resize", this.resized);
    this.add_listener(window, "scroll", this.scrolled);
    this.add_listener(window, "unload", this.unloaded);

    this.add_listener(document, "gesturechange", function ()
    {
      return false;
    });

    this.attach_touch_handers(this.slides);

    // this seems to be a debugging hack
    //if (!document.body.onclick)
    //  document.body.onclick = function () { };

    this.single_slide_view();

    //this.set_location();

    this.resized();

    if (this.ie7)
      setTimeout(w3c_slidy.ie_hack, 100);

    this.show_toolbar();

    // for back button detection
    setInterval(function () { w3c_slidy.check_location(); }, 200);
    w3c_slidy.initialized = true;
  },

  // create div element with links to each slide
  table_of_contents: function () {
    var toc = this.create_element("div");
    this.add_class(toc, "slidy_toc hidden");
    //toc.setAttribute("tabindex", "0");

    var heading = this.create_element("div");
    this.add_class(heading, "toc-heading");
    heading.innerHTML = this.localize("Table of Contents");

    toc.appendChild(heading);
    var previous = null;

    for (var i = 0; i < this.slides.length; ++i)
    {
      var title = this.has_class(this.slides[i], "title");
      var num = document.createTextNode((i + 1) + ". ");

      toc.appendChild(num);

      var a = this.create_element("a");
      a.setAttribute("href", "#(" + (i+1) + ")");

      if (title)
        this.add_class(a, "titleslide");

      var name = document.createTextNode(this.slide_name(i));
      a.appendChild(name);
      a.onclick = w3c_slidy.toc_click;
      a.onkeydown = w3c_slidy.toc_key_down;
      a.previous = previous;

      if (previous)
        previous.next = a;

      toc.appendChild(a);

      if (i == 0)
        toc.first = a;

      if (i < this.slides.length - 1)
      {
        var br = this.create_element("br");
        toc.appendChild(br);
      }

      previous = a;
    }

    toc.focus = function () {
      if (this.first)
        this.first.focus();
    }

    toc.onmouseup = w3c_slidy.mouse_button_up;

    toc.onclick = function (e) {
      e||(e=window.event);

      if (w3c_slidy.selected_text_len <= 0)
         w3c_slidy.hide_table_of_contents(true);

      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    };

    document.body.insertBefore(toc, document.body.firstChild);
    return toc;
  },

  is_shown_toc: function () {
    return !w3c_slidy.has_class(w3c_slidy.toc, "hidden");
  },

  show_table_of_contents: function () {
    w3c_slidy.remove_class(w3c_slidy.toc, "hidden");
    var toc = w3c_slidy.toc;
    toc.focus();

    if (w3c_slidy.ie7 && w3c_slidy.slide_number == 0)
      setTimeout(w3c_slidy.ie_hack, 100);
  },

  hide_table_of_contents: function (focus) {
    w3c_slidy.add_class(w3c_slidy.toc, "hidden");

    if (focus && !w3c_slidy.opera &&
        !w3c_slidy.has_class(w3c_slidy.toc, "hidden"))
      w3c_slidy.set_focus();
  },

  toggle_table_of_contents: function () {
    if (w3c_slidy.is_shown_toc())
      w3c_slidy.hide_table_of_contents(true);
    else
      w3c_slidy.show_table_of_contents();
  },

  // called on clicking toc entry
  toc_click: function (e) {
    if (!e)
      e = window.event;

    var target = w3c_slidy.get_target(e);

    if (target && target.nodeType == 1)
    {
      var uri = target.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
        var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }
    }

    w3c_slidy.hide_table_of_contents(true);
    if (w3c_slidy.ie7) w3c_slidy.ie_hack();
    w3c_slidy.stop_propagation(e);
    return w3c_slidy.cancel(e);
  },

  // called onkeydown for toc entry
  toc_key_down: function (event) {
    var key;

    if (!event)
      var event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
      key = window.event.keyCode;
    else if (event.which)
      key = event.which;
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey)
      return true;

    if (key == 13)
    {
      var uri = this.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
       var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }

      w3c_slidy.hide_table_of_contents(true);

      if (self.ie7)
       w3c_slidy.ie_hack();

      return w3c_slidy.cancel(event);
    }

    if (key == 40 && this.next)
    {
      this.next.focus();
      return w3c_slidy.cancel(event);
    }

    if (key == 38 && this.previous)
    {
      this.previous.focus();
      return w3c_slidy.cancel(event);
    }

    return true;
  },

  touchstart: function (e)
  {
    // a double touch often starts with a
    // single touch due to fingers touching
    // down at slightly different times
    // thus avoid calling preventDefault here
    this.prev_tap = this.last_tap;
    this.last_tap = (new Date).getTime();

    var tap_delay = this.last_tap - this.prev_tap;

    if (tap_delay <= 200)
    {
      // double tap
    }

    var touch = e.touches[0];

    this.pageX = touch.pageX;
    this.pageY = touch.pageY;
    this.screenX = touch.screenX;
    this.screenY = touch.screenY;
    this.clientX = touch.clientX;
    this.clientY = touch.clientY;

    this.delta_x = this.delta_y = 0;
  },

  touchmove: function (e)
  {
    // override native gestures for single touch
    if (e.touches.length > 1)
      return;

    e.preventDefault();
    var touch = e.touches[0];
    this.delta_x = touch.pageX - this.pageX;
    this.delta_y = touch.pageY - this.pageY;
  },

  touchend: function (e)
  {
    // default behavior for multi-touch
    if (e.touches.length > 1)
      return;

    var delay = (new Date).getTime() - this.last_tap;
    var dx = this.delta_x;
    var dy = this.delta_y;
    var abs_dx = Math.abs(dx);
    var abs_dy = Math.abs(dy);

    if (delay < 500 && (abs_dx > 100 || abs_dy > 100))
    {
      if (abs_dx > 0.5 * abs_dy)
      {
        e.preventDefault();

        if (dx < 0)
          w3c_slidy.next_slide(true);
        else
          w3c_slidy.previous_slide(true);
      }
      else if (abs_dy > 2 * abs_dx)
      {
        e.preventDefault();
        w3c_slidy.toggle_table_of_contents();
      }
    }
  },

  // ### OBSOLETE ###
  before_print: function () {
    this.show_all_slides();
    this.hide_toolbar();
    alert("before print");
  },

  // ### OBSOLETE ###
  after_print: function () {
    if (!this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
    }
    alert("after print");
  },

  // ### OBSOLETE ###
  print_slides: function () {
    this.before_print();
    window.print();
    this.after_print();
  },

  // ### OBSOLETE ?? ###
  toggle_view: function () {
    if (this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
      this.view_all = 0;
    }
    else
    {
      this.show_all_slides();
      this.hide_toolbar();
      this.view_all = 1;
    }
  },

  // prepare for printing  ### OBSOLETE ###
  show_all_slides: function () {
    this.remove_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
  },

  // restore after printing  ### OBSOLETE ###
  single_slide_view: function () {
    this.add_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
    this.last_shown = this.previous_incremental_item(null);
  },

  // suppress IE's image toolbar pop up
  hide_image_toolbar: function () {
    if (!this.ns_pos)
    {
      var images = document.getElementsByTagName("IMG");

      for (var i = 0; i < images.length; ++i)
        images[i].setAttribute("galleryimg", "no");
    }
  },

  unloaded: function (e) {
    //alert("unloaded");
  },

  // Safari and Konqueror don't yet support getComputedStyle()
  // and they always reload page when location.href is updated
  is_KHTML: function () {
    var agent = navigator.userAgent;
    return (agent.indexOf("KHTML") >= 0 ? true : false);
  },

  // find slide name from first h1 element
  // default to document title + slide number
  slide_name: function (index) {
    var name = null;
    var slide = this.slides[index];

    var heading = this.find_heading(slide);

    if (heading)
      name = this.extract_text(heading);

    if (!name)
      name = this.title + "(" + (index + 1) + ")";

    name.replace(/\&/g, "&amp;");
    name.replace(/\</g, "&lt;");
    name.replace(/\>/g, "&gt;");

    return name;
  },

  // find first h1 element in DOM tree
  find_heading: function (node) {
    if (!node || node.nodeType != 1)
      return null;

    if (node.nodeName == "H1" || node.nodeName == "h1")
      return node;

    var child = node.firstChild;

    while (child)
    {
      node = this.find_heading(child);

      if (node)
        return node;

      child = child.nextSibling;
    }

    return null;
  },

  // recursively extract text from DOM tree
  extract_text: function (node) {
    if (!node)
      return "";

    // text nodes
    if (node.nodeType == 3)
      return node.nodeValue;

    // elements
    if (node.nodeType == 1)
    {
      node = node.firstChild;
      var text = "";

      while (node)
      {
        text = text + this.extract_text(node);
        node = node.nextSibling;
      }

      return text;
    }

    return "";
  },

  // find copyright text from meta element
  find_copyright: function () {
    var name, content;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "copyright")
        return content;
    }

    return null;
  },

  find_size_adjust: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "font-size-adjustment")
        return 1 * content;
    }

    return 1;
  },

  // <meta name="duration" content="20" />  for 20 minutes
  find_duration: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "duration")
        return 60000 * content;
    }

    return null;
  },

  replace_by_non_breaking_space: function (str) {
    for (var i = 0; i < str.length; ++i)
      str[i] = 160;
  },

  // ### CHECK ME ### is use of "li" okay for text/html?
  // for XHTML do we also need to specify namespace?
  init_outliner: function () {
    var items = document.getElementsByTagName("li");

    for (var i = 0; i < items.length; ++i)
    {
      var target = items[i];

      if (!this.has_class(target.parentNode, "outline"))
        continue;

      target.onclick = this.outline_click;
/* ### more work needed for IE6
      if (!this.ns_pos)
      {
        target.onmouseover = this.hover_outline;
        target.onmouseout = this.unhover_outline;
      }
*/
      if (this.foldable(target))
      {
        target.foldable = true;
        target.onfocus = function () {w3c_slidy.outline = this;};
        target.onblur = function () {w3c_slidy.outline = null;};

        if (!target.getAttribute("tabindex"))
          target.setAttribute("tabindex", "0");

        if (this.has_class(target, "expand"))
          this.unfold(target);
        else
          this.fold(target);
      }
      else
      {
        this.add_class(target, "nofold");
        target.visible = true;
        target.foldable = false;
      }
    }
  },

  foldable: function (item) {
    if (!item || item.nodeType != 1)
      return false;

    var node = item.firstChild;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node))
        return true;

      node = node.nextSibling;
    }

    return false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  fold: function (item) {
    if (item)
    {
      this.remove_class(item, "unfolded");
      this.add_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
         w3c_slidy.add_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  unfold: function (item) {
    if (item)
    {
      this.add_class(item, "unfolded");
      this.remove_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
        w3c_slidy.remove_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = true;
  },

  outline_click: function (e) {
    if (!e)
      e = window.event;

    var rightclick = false;
    var target = w3c_slidy.get_target(e);

    while (target && target.visible == undefined)
      target = target.parentNode;

    if (!target)
      return true;

    if (e.which)
      rightclick = (e.which == 3);
    else if (e.button)
      rightclick = (e.button == 2);

    if (!rightclick && target.visible != undefined)
    {
      if (target.foldable)
      {
        if (target.visible)
          w3c_slidy.fold(target);
        else
          w3c_slidy.unfold(target);
      }

      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
    }

    return false;
  },

  add_initial_prompt: function () {
    var prompt = this.create_element("div");
    prompt.setAttribute("class", "initial_prompt");

    var p1 = this.create_element("p");
    prompt.appendChild(p1);
    p1.setAttribute("class", "help");

    if (this.keyboardless)
      p1.innerHTML = "swipe left to move to next slide";
    else
      p1.innerHTML = "Space, Right Arrow or swipe left to move to " +
                     "next slide, click help below for more details";

    this.add_listener(prompt, "click", function (e) {
      document.body.removeChild(prompt);
      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    });

    document.body.appendChild(prompt);
    this.initial_prompt = prompt;
    setTimeout(function() {document.body.removeChild(prompt);}, 5000);
  },

  add_toolbar: function () {
    var counter, page;

     this.toolbar = this.create_element("div");
     this.toolbar.setAttribute("class", "toolbar");

     // a reasonably behaved browser
     if (this.ns_pos || !this.ie6)
     {
       var right = this.create_element("div");
       right.setAttribute("style", "float: right; text-align: right");

       counter = this.create_element("span")
       counter.innerHTML = this.localize("slide") + " n/m";
       right.appendChild(counter);
       this.toolbar.appendChild(right);

       var left = this.create_element("div");
       left.setAttribute("style", "text-align: left");

       // global end of slide indicator
       this.eos = this.create_element("span");
       this.eos.innerHTML = "* ";
       left.appendChild(this.eos);

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       left.appendChild(help);
       help.style.display="none"; 
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       left.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:w3c_slidy.toggle_table_of_contents()");
       contents.setAttribute("title", this.localize("table of contents"));
       contents.innerHTML = this.localize("Contents");
       left.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       left.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.className = "copyright";
         span.innerHTML = copyright;
         left.appendChild(span);
       }

       this.toolbar.setAttribute("tabindex", "0");
       this.toolbar.appendChild(left);
     }
     else // IE6 so need to work around its poor CSS support
     {
       this.toolbar.style.position = (this.ie7 ? "fixed" : "absolute");
       this.toolbar.style.zIndex = "200";
       this.toolbar.style.width = "99.9%";
       this.toolbar.style.height = "1.2em";
       this.toolbar.style.top = "auto";
       this.toolbar.style.bottom = "0";
       this.toolbar.style.left = "0";
       this.toolbar.style.right = "0";
       this.toolbar.style.textAlign = "left";
       this.toolbar.style.fontSize = "60%";
       this.toolbar.style.color = "red";
       this.toolbar.borderWidth = 0;
       this.toolbar.className = "toolbar";
       this.toolbar.style.background = "rgb(240,240,240)";

       // would like to have help text left aligned
       // and page counter right aligned, floating
       // div's don't work, so instead use nested
       // absolutely positioned div's.

       var sp = this.create_element("span");
       sp.innerHTML = "&nbsp;&nbsp;*&nbsp;";
       this.toolbar.appendChild(sp);
       this.eos = sp;  // end of slide indicator

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       this.toolbar.appendChild(help);
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       this.toolbar.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:toggleTableOfContents()");
       contents.setAttribute("title", this.localize("table of contents".localize));
       contents.innerHTML = this.localize("contents?");
       this.toolbar.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       this.toolbar.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.innerHTML = copyright;
         span.style.color = "black";
         span.style.marginLeft = "0.5em";
         this.toolbar.appendChild(span);
       }

       counter = this.create_element("div")
       counter.style.position = "absolute";
       counter.style.width = "auto"; //"20%";
       counter.style.height = "1.2em";
       counter.style.top = "auto";
       counter.style.bottom = 0;
       counter.style.right = "0";
       counter.style.textAlign = "right";
       counter.style.color = "red";
       counter.style.background = "rgb(240,240,240)";

       counter.innerHTML = this.localize("slide") + " n/m";
       this.toolbar.appendChild(counter);
     }

     // ensure that click isn't passed through to the page
     this.toolbar.onclick =
         function (e) {
           if (!e)
             e = window.event;

           var target = e.target;

           if (!target && e.srcElement)
             target = e.srcElement;

           // work around Safari bug
           if (target && target.nodeType == 3)
             target = target.parentNode;

           w3c_slidy.stop_propagation(e);

           if (target && target.nodeName.toLowerCase() != "a")
             w3c_slidy.mouse_button_click(e);
         };

     this.slide_number_element = counter;
     this.set_eos_status(false);
     document.body.appendChild(this.toolbar);
  },

  // wysiwyg editors make it hard to use div elements
  // e.g. amaya loses the div when you copy and paste
  // this function wraps div elements around implicit
  // slides which start with an h1 element and continue
  // up to the next heading or div element
  wrap_implicit_slides: function () {
    var i, heading, node, next, div;
    var headings = document.getElementsByTagName("h1");

    if (!headings)
      return;

    for (i = 0; i < headings.length; ++i)
    {
      heading = headings[i];

      if (heading.parentNode != document.body)
        continue;

      node = heading.nextSibling;

      div = document.createElement("div");
      this.add_class(div, "slide");
      document.body.replaceChild(div, heading);
      div.appendChild(heading);

      while (node)
      {
        if (node.nodeType == 1) // an element
        {
           if (node.nodeName == "H1" || node.nodeName == "h1")
             break;

           if (node.nodeName == "DIV" || node.nodeName == "div")
           {
             if (this.has_class(node, "slide"))
               break;

             if (this.has_class(node, "handout"))
               break;
           }
        }

        next = node.nextSibling;
        node = document.body.removeChild(node);
        div.appendChild(node);
        node = next;
      } 
    }
  },

  attach_touch_handers: function(slides)
  {
    var i, slide;

    for (i = 0; i < slides.length; ++i)
    {
      slide = slides[i];
      this.add_listener(slide, "touchstart", this.touchstart);
      this.add_listener(slide, "touchmove", this.touchmove);
      this.add_listener(slide, "touchend", this.touchend);
    }
  },

// return new array of all slides
  collect_slides: function () {
    var slides = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "slide"))
      {
        // add slide to collection
        slides[slides.length] = div;

        // hide each slide as it is found
        this.add_class(div, "hidden");

        // add dummy <br/> at end for scrolling hack
        var node1 = document.createElement("br");
        div.appendChild(node1);
        var node2 = document.createElement("br");
        div.appendChild(node2);
      }
      else if (this.has_class(div, "background"))
      {  // work around for Firefox SVG reload bug
        // which otherwise replaces 1st SVG graphic with 2nd
        div.style.display = "block";
      }
    }

    this.slides = slides;
  },

  // return new array of all <div class="handout">
  collect_notes: function () {
    var notes = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "handout"))
      {
        // add note to collection
        notes[notes.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.notes = notes;
  },

  // return new array of all <div class="background">
  // including named backgrounds e.g. class="background titlepage"
  collect_backgrounds: function () {
    var backgrounds = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "background"))
      {
        // add background to collection
        backgrounds[backgrounds.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.backgrounds = backgrounds;
  },

  // set click handlers on all anchors
  patch_anchors: function () {
    var self = w3c_slidy;
    var handler = function (event) {
      // compare this.href with location.href
      // for link to another slide in this doc

      if (self.page_address(this.href) == self.page_address(location.href))
      {
        // yes, so find new slide number
        var newslidenum = self.find_slide_number(this.href);

        if (newslidenum != self.slide_number)
        {
          var slide = self.slides[self.slide_number];
          self.hide_slide(slide);
          self.slide_number = newslidenum;
          slide = self.slides[self.slide_number];
          self.show_slide(slide);
          self.set_location();
        }
      }
      else
        w3c_slidy.stop_propagation(event);

//      else if (this.target == null)
//        location.href = this.href;

      this.blur();
      self.disable_slide_click = true;
    };

    var anchors = document.body.getElementsByTagName("a");

    for (var i = 0; i < anchors.length; ++i)
    {
      if (window.addEventListener)
        anchors[i].addEventListener("click", handler, false);
      else
        anchors[i].attachEvent("onclick", handler);
    }
  },

  // ### CHECK ME ### see which functions are invoked via setTimeout
  // either directly or indirectly for use of w3c_slidy vs this
  show_slide_number: function () {
    var timer = w3c_slidy.get_timer();
    w3c_slidy.slide_number_element.innerHTML = timer + w3c_slidy.localize("slide") + " " +
           (w3c_slidy.slide_number + 1) + "/" + w3c_slidy.slides.length;
  },

  // every 200mS check if the location has been changed as a
  // result of the user activating the Back button/menu item
  // doesn't work for Opera < 9.5
  check_location: function () {
    var hash = location.hash;

    if (w3c_slidy.slide_number > 0 && (hash == "" || hash == "#"))
      w3c_slidy.goto_slide(0);
    else if (hash.length > 2 && hash != "#("+(w3c_slidy.slide_number+1)+")")
    {
      var num = parseInt(location.hash.substr(2));

      if (!isNaN(num))
        w3c_slidy.goto_slide(num-1);
    }

    if (w3c_slidy.time_left && w3c_slidy.slide_number > 0)
    {
      w3c_slidy.show_slide_number();

      if (w3c_slidy.time_left > 0)
        w3c_slidy.time_left -= 200;
    } 
  },

  get_timer: function () {
    var timer = "";
    if (w3c_slidy.time_left)
    {
      var mins, secs;
      secs = Math.floor(w3c_slidy.time_left/1000);
      mins = Math.floor(secs / 60);
      secs = secs % 60;
      timer = (mins ? mins+"m" : "") + secs + "s ";
    }

    return timer;
  },

  // this doesn't push location onto history stack for IE
  // for which a hidden iframe hack is needed: load page into
  // the iframe with script that set's parent's location.hash
  // but that won't work for standalone use unless we can
  // create the page dynamically via a javascript: URL
  // ### use history.pushState if available
  set_location: function () {
     var uri = w3c_slidy.page_address(location.href);
     var hash = "#(" + (w3c_slidy.slide_number+1) + ")";

     if (w3c_slidy.slide_number >= 0)
       uri = uri + hash;

     if (typeof(history.pushState) != "undefined" && location.protocol !== "file:")
     {
       document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
       history.pushState(0, document.title, hash);
       w3c_slidy.show_slide_number();
       w3c_slidy.notify_observers();
       return;
     }

     if (w3c_slidy.ie && (w3c_slidy.ie6 || w3c_slidy.ie7))
       w3c_slidy.push_hash(hash);

     if (uri != location.href) // && !khtml
        location.href = uri;

     if (this.khtml)
        hash = "(" + (w3c_slidy.slide_number+1) + ")";

     if (!this.ie && location.hash != hash && location.hash != "")
       location.hash = hash;

     document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
     w3c_slidy.show_slide_number();
     w3c_slidy.notify_observers();
  },

  notify_observers: function ()
  {
    var slide = this.slides[this.slide_number];

    for (var i = 0; i < this.observers.length; ++i)
      this.observers[i](this.slide_number+1, this.find_heading(slide).innerText, location.href);
  },

  add_observer: function (observer)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
        return;
    }

    this.observers.push(observer);
  },

  remove_observer: function (o)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
      {
        this.observers.splice(i,1);
        break;
      }
    }
  },

  page_address: function (uri) {
    var i = uri.indexOf("#");

    if (i < 0)
      i = uri.indexOf("%23");

    // check if anchor is entire page

    if (i < 0)
      return uri;  // yes

    return uri.substr(0, i);
  },

  // only used for IE6 and IE7
  on_frame_loaded: function (hash) {
    location.hash = hash;
    var uri = w3c_slidy.page_address(location.href);
    location.href = uri + hash;
  },

  // history hack with thanks to Bertrand Le Roy
  push_hash: function (hash) {
    if (hash == "") hash = "#(1)";
      window.location.hash = hash;

    var doc = document.getElementById("historyFrame").contentWindow.document;
    doc.open("javascript:'<html></html>'");
    doc.write("<html><head><script type=\"text/javascript\">window.parent.w3c_slidy.on_frame_loaded('"+
      (hash) + "');</script></head><body>hello mum</body></html>");
      doc.close();
  },

  // find current slide based upon location
  // first find target anchor and then look
  // for associated div element enclosing it
  // finally map that to slide number
  find_slide_number: function (uri) {
    // first get anchor from page location

    var i = uri.indexOf("#");

    // check if anchor is entire page
    if (i < 0)
      return 0;  // yes

    var anchor = unescape(uri.substr(i+1));

    // now use anchor as XML ID to find target
    var target = document.getElementById(anchor);

    if (!target)
    {
      // does anchor look like "(2)" for slide 2 ??
      // where first slide is (1)
      var re = /\((\d)+\)/;

      if (anchor.match(re))
      {
        var num = parseInt(anchor.substring(1, anchor.length-1));

        if (num > this.slides.length)
          num = 1;

        if (--num < 0)
          num = 0;

        return num;
      }

      // accept [2] for backwards compatibility
      re = /\[(\d)+\]/;

      if (anchor.match(re))
      {
         var num = parseInt(anchor.substring(1, anchor.length-1));

         if (num > this.slides.length)
            num = 1;

         if (--num < 0)
            num = 0;

         return num;
      }

      // oh dear unknown anchor
      return 0;
    }

    // search for enclosing slide

    while (true)
    {
      // browser coerces html elements to uppercase!
      if (target.nodeName.toLowerCase() == "div" &&
            this.has_class(target, "slide"))
      {
        // found the slide element
        break;
      }

      // otherwise try parent element if any

      target = target.parentNode;

      if (!target)
      {
        return 0;   // no luck!
      }
    };

    for (i = 0; i < slides.length; ++i)
    {
      if (slides[i] == target)
        return i;  // success
    }

    // oh dear still no luck
    return 0;
  },

  previous_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide;

      if ((incremental || w3c_slidy.slide_number == 0) && w3c_slidy.last_shown != null)
      {
        w3c_slidy.last_shown = w3c_slidy.hide_previous_item(w3c_slidy.last_shown);
        w3c_slidy.set_eos_status(false);
      }
      else if (w3c_slidy.slide_number > 0)
      {
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);

        w3c_slidy.slide_number = w3c_slidy.slide_number - 1;
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.set_visibility_all_incremental("visible");
        w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
        w3c_slidy.set_eos_status(true);
        w3c_slidy.show_slide(slide);
      }

      w3c_slidy.set_location();

      if (!w3c_slidy.ns_pos)
        w3c_slidy.refresh_toolbar(200);
    }
  },

  next_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide, last = w3c_slidy.last_shown;

      if (incremental || w3c_slidy.slide_number == w3c_slidy.slides.length - 1)
         w3c_slidy.last_shown = w3c_slidy.reveal_next_item(w3c_slidy.last_shown);

      if ((!incremental || w3c_slidy.last_shown == null) &&
             w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = w3c_slidy.slide_number + 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
      }
      else if (!w3c_slidy.last_shown)
      {
         if (last && incremental)
           w3c_slidy.last_shown = last;
      }

      w3c_slidy.set_location();

      w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));

      if (!w3c_slidy.ns_pos)
         w3c_slidy.refresh_toolbar(200);
     }
  },

  // to first slide with nothing revealed
  // i.e. state at start of presentation
  first_slide: function () {
     if (!w3c_slidy.view_all)
     {
       var slide;

       if (w3c_slidy.slide_number != 0)
       {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = 0;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
       }

       w3c_slidy.set_eos_status(
         !w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
       w3c_slidy.set_location();
     }
  },

  // goto last slide with everything revealed
  // i.e. state at end of presentation
  last_slide: function () {
    if (!w3c_slidy.view_all)
    {
      var slide;

      w3c_slidy.last_shown = null; //revealNextItem(lastShown);

      if (w3c_slidy.last_shown == null &&
          w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.slide_number = w3c_slidy.slides.length - 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);

         w3c_slidy.show_slide(slide);
      }
      else
      {
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
      }

      w3c_slidy.set_eos_status(true);
      w3c_slidy.set_location();
    }
  },


  // ### check this and consider add/remove class
  set_eos_status: function (state) {
    if (this.eos)
      this.eos.style.color = (state ? "rgb(240,240,240)" : "red");
  },

  // first slide is 0
  goto_slide: function (num) {
    //alert("going to slide " + (num+1));
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.slide_number = num;
    slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.last_shown = null;
    w3c_slidy.set_visibility_all_incremental("hidden");
    w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
    document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
    w3c_slidy.show_slide(slide);
    w3c_slidy.show_slide_number();
  },


  show_slide: function (slide) {
    this.sync_background(slide);
    this.remove_class(slide, "hidden");

    // work around IE9 object rendering bug
    setTimeout("window.scrollTo(0,0);", 1);
  },

  hide_slide: function (slide) {
    this.add_class(slide, "hidden");
  },

  set_focus: function (element)
  {
    if (element)
      element.focus();
    else
    {
      w3c_slidy.help_anchor.focus();

      setTimeout(function() {
        w3c_slidy.help_anchor.blur();
      }, 1);
    }
  },

  // show just the backgrounds pertinent to this slide
  // when slide background-color is transparent
  // this should now work with rgba color values
  sync_background: function (slide) {
    var background;
    var bgColor;

    if (slide.currentStyle)
      bgColor = slide.currentStyle["backgroundColor"];
    else if (document.defaultView)
    {
      var styles = document.defaultView.getComputedStyle(slide,null);

      if (styles)
        bgColor = styles.getPropertyValue("background-color");
      else // broken implementation probably due Safari or Konqueror
      {
        //alert("defective implementation of getComputedStyle()");
        bgColor = "transparent";
      }
    }
    else
      bgColor == "transparent";

    if (bgColor == "transparent" ||
        bgColor.indexOf("rgba") >= 0 ||
        bgColor.indexOf("opacity") >= 0)
    {
      var slideClass = this.get_class_list(slide);

      for (var i = 0; i < this.backgrounds.length; i++)
      {
        background = this.backgrounds[i];

        var bgClass = this.get_class_list(background);

        if (this.matching_background(slideClass, bgClass))
          this.remove_class(background, "hidden");
        else
          this.add_class(background, "hidden");
      }
    }
    else // forcibly hide all backgrounds
      this.hide_backgrounds();
  },

  hide_backgrounds: function () {
    for (var i = 0; i < this.backgrounds.length; i++)
    {
      background = this.backgrounds[i];
      this.add_class(background, "hidden");
    }
  },

  // compare classes for slide and background
  matching_background: function (slideClass, bgClass) {
    var i, count, pattern, result;

    // define pattern as regular expression
    pattern = /\w+/g;

    // check background class names
    result = bgClass.match(pattern);

    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (result[i] == "background")
	continue;

      ++count;
    }

    if (count == 0)  // default match
      return true;

    // check for matches and place result in array
    result = slideClass.match(pattern);

    // now check if desired name is present for background
    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (this.has_token(bgClass, result[i]))
        return true;
    }

    return false;
  },

  resized: function () {
     var width = 0;

     if ( typeof( window.innerWidth ) == 'number' )
       width = window.innerWidth;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientWidth)
       width = document.documentElement.clientWidth;  // IE6
     else if (document.body && document.body.clientWidth)
       width = document.body.clientWidth; // IE4

     var height = 0;

     if ( typeof( window.innerHeight ) == 'number' )
       height = window.innerHeight;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientHeight)
       height = document.documentElement.clientHeight;  // IE6
     else if (document.body && document.body.clientHeight)
       height = document.body.clientHeight; // IE4

     if (height && (width/height > 1.05*1024/768))
     {
       width = height * 1024.0/768;
     }

     // IE fires onresize even when only font size is changed!
     // so we do a check to avoid blocking < and > actions
     if (width != w3c_slidy.last_width || height != w3c_slidy.last_height)
     {
       if (width >= 1100)
         w3c_slidy.size_index = 5;    // 4
       else if (width >= 1000)
         w3c_slidy.size_index = 4;    // 3
       else if (width >= 800)
         w3c_slidy.size_index = 3;    // 2
       else if (width >= 600)
         w3c_slidy.size_index = 2;    // 1
       else if (width)
         w3c_slidy.size_index = 0;

       // add in font size adjustment from meta element e.g.
       // <meta name="font-size-adjustment" content="-2" />
       // useful when slides have too much content ;-)

       if (0 <= w3c_slidy.size_index + w3c_slidy.size_adjustment &&
             w3c_slidy.size_index + w3c_slidy.size_adjustment < w3c_slidy.sizes.length)
         w3c_slidy.size_index = w3c_slidy.size_index + w3c_slidy.size_adjustment;

       // enables cross browser use of relative width/height
       // on object elements for use with SVG and Flash media
       w3c_slidy.adjust_object_dimensions(width, height);

       if (document.body.style.fontSize != w3c_slidy.sizes[w3c_slidy.size_index])
       {
         document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
       }

       w3c_slidy.last_width = width;
       w3c_slidy.last_height = height;

       // force reflow to work around Mozilla bug
       if (w3c_slidy.ns_pos)
       {
         var slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.show_slide(slide);
       }

       // force correct positioning of toolbar
       w3c_slidy.refresh_toolbar(200);
     }
  },

  scrolled: function () {
    if (w3c_slidy.toolbar && !w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hack_offset = w3c_slidy.scroll_x_offset();
      // hide toolbar
      w3c_slidy.toolbar.style.display = "none";

      // make it reappear later
      if (w3c_slidy.scrollhack == 0 && !w3c_slidy.view_all)
      {
        setTimeout(function () {w3c_slidy.show_toolbar(); }, 1000);
        w3c_slidy.scrollhack = 1;
      }
    }
  },

  hide_toolbar: function () {
    w3c_slidy.add_class(w3c_slidy.toolbar, "hidden");
    window.focus();
  },

  // used to ensure IE refreshes toolbar in correct position
  refresh_toolbar: function (interval) {
    if (!w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hide_toolbar();
      setTimeout(function () {w3c_slidy.show_toolbar();}, interval);
    }
  },

  // restores toolbar after short delay
  show_toolbar: function () {
    if (w3c_slidy.want_toolbar)
    {
      w3c_slidy.toolbar.style.display = "block";

      if (!w3c_slidy.ns_pos)
      {
        // adjust position to allow for scrolling
        var xoffset = w3c_slidy.scroll_x_offset();
        w3c_slidy.toolbar.style.left = xoffset;
        w3c_slidy.toolbar.style.right = xoffset;

        // determine vertical scroll offset
        //var yoffset = scrollYOffset();

        // bottom is doc height - window height - scroll offset
        //var bottom = documentHeight() - lastHeight - yoffset

        //if (yoffset > 0 || documentHeight() > lastHeight)
        //   bottom += 16;  // allow for height of scrollbar

        w3c_slidy.toolbar.style.bottom = 0; //bottom;
      }

      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden");
    }

    w3c_slidy.scrollhack = 0;


    // set the keyboard focus to the help link on the
    // toolbar to ensure that document has the focus
    // IE doesn't always work with window.focus()
    // and this hack has benefit of Enter for help

    try
    {
      if (!w3c_slidy.opera)
        w3c_slidy.set_focus();
    }
    catch (e)
    {
    }
  },

// invoked via F key
  toggle_toolbar: function () {
    if (!w3c_slidy.view_all)
    {
      if (w3c_slidy.has_class(w3c_slidy.toolbar, "hidden"))
      {
        w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 1;
      }
      else
      {
        w3c_slidy.add_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 0;
      }
    }
  },

  scroll_x_offset: function () {
    if (window.pageXOffset)
      return self.pageXOffset;

    if (document.documentElement && 
             document.documentElement.scrollLeft)
      return document.documentElement.scrollLeft;

    if (document.body)
      return document.body.scrollLeft;

    return 0;
  },

  scroll_y_offset: function () {
    if (window.pageYOffset)
      return self.pageYOffset;

    if (document.documentElement && 
             document.documentElement.scrollTop)
      return document.documentElement.scrollTop;

    if (document.body)
      return document.body.scrollTop;

    return 0;
  },

  // looking for a way to determine height of slide content
  // the slide itself is set to the height of the window
  optimize_font_size: function () {
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    //var dh = documentHeight(); //getDocHeight(document);
    var dh = slide.scrollHeight;
    var wh = getWindowHeight();
    var u = 100 * dh / wh;

    alert("window utilization = " + u + "% (doc "
      + dh + " win " + wh + ")");
  },

  // from document object
  get_doc_height: function (doc) {
    if (!doc)
      doc = document;

    if (doc && doc.body && doc.body.offsetHeight)
      return doc.body.offsetHeight;  // ns/gecko syntax

    if (doc && doc.body && doc.body.scrollHeight)
      return doc.body.scrollHeight;

    alert("couldn't determine document height");
  },

  get_window_height: function () {
    if ( typeof( window.innerHeight ) == 'number' )
      return window.innerHeight;  // Non IE browser

    if (document.documentElement && document.documentElement.clientHeight)
      return document.documentElement.clientHeight;  // IE6

    if (document.body && document.body.clientHeight)
      return document.body.clientHeight; // IE4
  },

  document_height: function () {
    var sh, oh;

    sh = document.body.scrollHeight;
    oh = document.body.offsetHeight;

    if (sh && oh)
    {
      return (sh > oh ? sh : oh);
    }

    // no idea!
    return 0;
  },

  smaller: function () {
    if (w3c_slidy.size_index > 0)
    {
      --w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  bigger: function () {
    if (w3c_slidy.size_index < w3c_slidy.sizes.length - 1)
    {
      ++w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  // enables cross browser use of relative width/height
  // on object elements for use with SVG and Flash media
  // with thanks to Ivan Herman for the suggestion
  adjust_object_dimensions: function (width, height) {
    for( var i = 0; i < w3c_slidy.objects.length; i++ )
    {
      var obj = this.objects[i];
      var mimeType = obj.getAttribute("type");

      if (mimeType == "image/svg+xml" || mimeType == "application/x-shockwave-flash")
      {
        if ( !obj.initialWidth ) 
          obj.initialWidth = obj.getAttribute("width");

        if ( !obj.initialHeight ) 
          obj.initialHeight = obj.getAttribute("height");

        if ( obj.initialWidth && obj.initialWidth.charAt(obj.initialWidth.length-1) == "%" )
        {
          var w = parseInt(obj.initialWidth.slice(0, obj.initialWidth.length-1));
          var newW = width * (w/100.0);
          obj.setAttribute("width",newW);
        }

        if ( obj.initialHeight &&
             obj.initialHeight.charAt(obj.initialHeight.length-1) == "%" )
        {
          var h = parseInt(obj.initialHeight.slice(0, obj.initialHeight.length-1));
          var newH = height * (h/100.0);
          obj.setAttribute("height", newH);
        }
      }
    }
  },

  // needed for Opera to inhibit default behavior
  // since Opera delivers keyPress even if keyDown
  // was cancelled
  key_press: function (event) {
    if (!event)
      event = window.event;

    if (!w3c_slidy.key_wanted)
      return w3c_slidy.cancel(event);

    return true;
  },

  //  See e.g. http://www.quirksmode.org/js/events/keys.html for keycodes
  key_down: function (event) {
    var key, target, tag;

    w3c_slidy.key_wanted = true;

    if (!event)
      event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
    {
      key = window.event.keyCode;
      target = window.event.srcElement;
    }
    else if (event.which)
    {
      key = event.which;
      target = event.target;
    }
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
       return true;

    // avoid interfering with keystroke
    // behavior for non-slidy chrome elements
    if (!w3c_slidy.slidy_chrome(target) &&
        w3c_slidy.special_element(target))
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey || event.metaKey)
       return true;

    // dismiss table of contents if visible
    if (w3c_slidy.is_shown_toc() && key != 9 && key != 16 && key != 38 && key != 40)
    {
      w3c_slidy.hide_table_of_contents(true);

      if (key == 27 || key == 84 || key == 67)
        return w3c_slidy.cancel(event);
    }

    if (key == 34) // Page Down
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.next_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 33) // Page Up
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.previous_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 32) // space bar
    {
      w3c_slidy.next_slide(true);
      return w3c_slidy.cancel(event);
    }
    else if (key == 37) // Left arrow
    {
      w3c_slidy.previous_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 36) // Home
    {
      w3c_slidy.first_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 35) // End
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 39) // Right arrow
    {
      w3c_slidy.next_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 13) // Enter
    {
      if (w3c_slidy.outline)
      {
        if (w3c_slidy.outline.visible)
          w3c_slidy.fold(w3c_slidy.outline);
        else
          w3c_slidy.unfold(w3c_slidy.outline);
          
       return w3c_slidy.cancel(event);
      }
    }
    else if (key == 188)  // < for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 190)  // > for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 189 || key == 109)  // - for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 187 || key == 191 || key == 107)  // = +  for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 83)  // S for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 66)  // B for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 90)  // Z for last slide
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 70)  // F for toggle toolbar
    {
      w3c_slidy.toggle_toolbar();
      return w3c_slidy.cancel(event);
    }
    else if (key == 65)  // A for toggle view single/all slides
    {
      w3c_slidy.toggle_view();
      return w3c_slidy.cancel(event);
    }
    else if (key == 75)  // toggle action of left click for next page
    {
      w3c_slidy.mouse_click_enabled = !w3c_slidy.mouse_click_enabled;
      var alert_msg = (w3c_slidy.mouse_click_enabled ?
                "enabled" : "disabled") +  " mouse click advance";

      alert(w3c_slidy.localize(alert_msg));
      return w3c_slidy.cancel(event);
    }
    else if (key == 84 || key == 67)  // T or C for table of contents
    {
      if (w3c_slidy.toc)
        w3c_slidy.toggle_table_of_contents();

      return w3c_slidy.cancel(event);
    }
    else if (key == 72) // H for help
    {
      window.location = w3c_slidy.help_page;
      return w3c_slidy.cancel(event);
    }
    //else alert("key code is "+ key);

    return true;
  },

  // safe for both text/html and application/xhtml+xml
  create_element: function (name) {
    if (this.xhtml && (typeof document.createElementNS != 'undefined'))
      return document.createElementNS("http://www.w3.org/1999/xhtml", name)

    return document.createElement(name);
  },

  get_element_style: function (elem, IEStyleProp, CSSStyleProp) {
    if (elem.currentStyle)
    {
      return elem.currentStyle[IEStyleProp];
    }
    else if (window.getComputedStyle)
    {
      var compStyle = window.getComputedStyle(elem, "");
      return compStyle.getPropertyValue(CSSStyleProp);
    }
    return "";
  },

  // the string str is a whitespace separated list of tokens
  // test if str contains a particular token, e.g. "slide"
  has_token: function (str, token) {
    if (str)
    {
      // define pattern as regular expression
      var pattern = /\w+/g;

      // check for matches
      // place result in array
      var result = str.match(pattern);

      // now check if desired token is present
      for (var i = 0; i < result.length; i++)
      {
        if (result[i] == token)
          return true;
      }
    }

    return false;
  },

  get_class_list: function (element) {
    if (typeof element.className != 'undefined')
      return element.className;

    return element.getAttribute("class");
  },

  has_class: function (element, name) {
    if (element.nodeType != 1)
      return false;

    var regexp = new RegExp("(^| )" + name + "\W*");

    if (typeof element.className != 'undefined')
      return regexp.test(element.className);

    return regexp.test(element.getAttribute("class"));
  },

  remove_class: function (element, name) {
    var regexp = new RegExp("(^| )" + name + "\W*");
    var clsval = "";

    if (typeof element.className != 'undefined')
    {
      clsval = element.className;

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.className = clsval;
      }
    }
    else
    {
      clsval = element.getAttribute("class");

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.setAttribute("class", clsval);
      }
    }
  },

  add_class: function (element, name) {
    if (!this.has_class(element, name))
    {
      if (typeof element.className != 'undefined')
        element.className += " " + name;
      else
      {
        var clsval = element.getAttribute("class");
        clsval = clsval ? clsval + " " + name : name;
        element.setAttribute("class", clsval);
      }
    }
  },

  // HTML elements that can be used with class="incremental"
  // note that you can also put the class on containers like
  // up, ol, dl, and div to make their contents appear
  // incrementally. Upper case is used since this is what
  // browsers report for HTML node names (text/html).
  incremental_elements: null,
  okay_for_incremental: function (name) {
    if (!this.incremental_elements)
    {
      var inclist = new Array();
      inclist["p"] = true;
      inclist["pre"] = true;
      inclist["li"] = true;
      inclist["blockquote"] = true;
      inclist["dt"] = true;
      inclist["dd"] = true;
      inclist["h2"] = true;
      inclist["h3"] = true;
      inclist["h4"] = true;
      inclist["h5"] = true;
      inclist["h6"] = true;
      inclist["span"] = true;
      inclist["address"] = true;
      inclist["table"] = true;
      inclist["tr"] = true;
      inclist["th"] = true;
      inclist["td"] = true;
      inclist["img"] = true;
      inclist["object"] = true;
      this.incremental_elements = inclist;
    }
    return this.incremental_elements[name.toLowerCase()];
  },

  next_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.next_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)  // ELEMENT
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  previous_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.previous_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  // set visibility for all elements on current slide with
  // a parent element with attribute class="incremental"
  set_visibility_all_incremental: function (value) {
    var node = this.next_incremental_item(null);

    if (value == "hidden")
    {
      while (node)
      {
        w3c_slidy.add_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
    else // value == "visible"
    {
      while (node)
      {
        w3c_slidy.remove_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
  },

  // reveal the next hidden item on the slide
  // node is null or the node that was last revealed
  reveal_next_item: function (node) {
    node = w3c_slidy.next_incremental_item(node);

    if (node && node.nodeType == 1)  // an element
      w3c_slidy.remove_class(node, "invisible");

    return node;
  },

  // exact inverse of revealNextItem(node)
  hide_previous_item: function (node) {
    if (node && node.nodeType == 1)  // an element
      w3c_slidy.add_class(node, "invisible");

    return this.previous_incremental_item(node);
  },

  // left to right traversal of root's content
  next_node: function (root, node) {
    if (node == null)
      return root.firstChild;

    if (node.firstChild)
      return node.firstChild;

    if (node.nextSibling)
      return node.nextSibling;

    for (;;)
    {
      node = node.parentNode;

      if (!node || node == root)
        break;

      if (node && node.nextSibling)
        return node.nextSibling;
    }

    return null;
  },

  // right to left traversal of root's content
  previous_node: function (root, node) {
    if (node == null)
    {
      node = root.lastChild;

      if (node)
      {
        while (node.lastChild)
          node = node.lastChild;
      }

      return node;
    }

    if (node.previousSibling)
    {
      node = node.previousSibling;

      while (node.lastChild)
        node = node.lastChild;

      return node;
    }

    if (node.parentNode != root)
      return node.parentNode;

    return null;
  },

  previous_sibling_element: function (el) {
    el = el.previousSibling;

    while (el && el.nodeType != 1)
      el = el.previousSibling;

    return el;
  },

  next_sibling_element: function (el) {
    el = el.nextSibling;

    while (el && el.nodeType != 1)
      el = el.nextSibling;

    return el;
  },

  first_child_element: function (el) {
    var node;

    for (node = el.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1)
        break;
    }

    return node;
  },

  first_tag: function (element, tag) {
    var node;

    if (!this.is_xhtml)
      tag = tag.toUpperCase();

    for (node = element.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1 && node.nodeName == tag)
        break;
    }

    return node;
  },

  hide_selection: function () {
    if (window.getSelection) // Firefox, Chromium, Safari, Opera
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// for each language define an associative array
// and also the help text which is longer

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    "help?":"Ayuda",
    "contents?":"Índice",
    "table of contents":"tabla de contenidos",
    "Table of Contents":"Tabla de Contenidos",
    "restart presentation":"Reiniciar presentación",
    "restart?":"Inicio"
  },
  help_es:
    "Utilice el ratón, barra espaciadora, teclas Izda/Dcha, " +
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  strings_ca: {
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    "help?":"Ajuda",
    "contents?":"Índex",
    "table of contents":"taula de continguts",
    "Table of Contents":"Taula de Continguts",
    "restart presentation":"Reiniciar presentació",
    "restart?":"Inici"
  },
  help_ca:
    "Utilitzi el ratolí, barra espaiadora, tecles Esq./Dta. " +
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    "help?":"nápověda",
    "contents?":"obsah",
    "table of contents":"obsah prezentace",
    "Table of Contents":"Obsah prezentace",
    "restart presentation":"znovu spustit prezentaci",
    "restart?":"restart"
  },
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    "dá zvětšit a zmenšit pomocí kláves B a S.",

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    "help?":"Help?",
    "contents?":"Inhoud?",
    "table of contents":"inhoudsopgave",
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    "restart presentation":"herstart presentatie",
    "restart?":"Herstart?"
  },
  help_nl:
     "Navigeer d.m.v. het muis, spatiebar, Links/Rechts toetsen, " +
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  strings_de: {
    "slide":"Seite",
    "help?":"Hilfe",
    "contents?":"Übersicht",
    "table of contents":"Inhaltsverzeichnis",
    "Table of Contents":"Inhaltsverzeichnis",
    "restart presentation":"Präsentation neu starten",
    "restart?":"Neustart"
  },
  help_de:
    "Benutzen Sie die Maus, Leerschlag, die Cursortasten links/rechts oder " +
    "Page up/Page Down zum Wechseln der Seiten und S und B für die Schriftgrösse.",

  strings_pl: {
    "slide":"slajd",
    "help?":"pomoc?",
    "contents?":"spis treści?",
    "table of contents":"spis treści",
    "Table of Contents":"Spis Treści",
    "restart presentation":"Restartuj prezentację",
    "restart?":"restart?"
  },
  help_pl:
    "Zmieniaj slajdy klikając myszą, naciskając spację, strzałki lewo/prawo" +
    "lub PgUp / PgDn. Użyj klawiszy S i B, aby zmienić rozmiar czczionki.",

  strings_fr: {
    "slide":"page",
    "help?":"Aide",
    "contents?":"Index",
    "table of contents":"table des matières",
    "Table of Contents":"Table des matières",
    "restart presentation":"Recommencer l'exposé",
    "restart?":"Début"
  },
  help_fr:
    "Naviguez avec la souris, la barre d'espace, les flèches " +
    "gauche/droite ou les touches Pg Up, Pg Dn. Utilisez " +
    "les touches S et B pour modifier la taille de la police.",

  strings_hu: {
    "slide":"oldal",
    "help?":"segítség",
    "contents?":"tartalom",
    "table of contents":"tartalomjegyzék",
    "Table of Contents":"Tartalomjegyzék",
    "restart presentation":"bemutató újraindítása",
    "restart?":"újraindítás"
  },
  help_hu:
    "Az oldalak közti lépkedéshez kattintson az egérrel, vagy " +
    "használja a szóköz, a bal, vagy a jobb nyíl, illetve a Page Down, " +
    "Page Up billentyűket. Az S és a B billentyűkkel változtathatja " +
    "a szöveg méretét.",

  strings_it: {
    "slide":"pag.",
    "help?":"Aiuto",
    "contents?":"Indice",
    "table of contents":"indice",
    "Table of Contents":"Indice",
    "restart presentation":"Ricominciare la presentazione",
    "restart?":"Inizio"
  },
  help_it:
    "Navigare con mouse, barra spazio, frecce sinistra/destra o " +
    "PgUp e PgDn. Usare S e B per cambiare la dimensione dei caratteri.",

  strings_el: {
    "slide":"σελίδα",
    "help?":"βοήθεια;",
    "contents?":"περιεχόμενα;",
    "table of contents":"πίνακας περιεχομένων",
    "Table of Contents":"Πίνακας Περιεχομένων",
    "restart presentation":"επανεκκίνηση παρουσίασης",
    "restart?":"επανεκκίνηση;"
  },
  help_el:
    "Πλοηγηθείτε με το κλίκ του ποντικιού, το space, τα βέλη αριστερά/δεξιά, " +
    "ή Page Up και Page Down. Χρησιμοποιήστε τα πλήκτρα S και B για να αλλάξετε " +
    "το μέγεθος της γραμματοσειράς.",

  strings_ja: {
    "slide":"スライド",
    "help?":"ヘルプ",
    "contents?":"目次",
    "table of contents":"目次を表示",
    "Table of Contents":"目次",
    "restart presentation":"最初から再生",
    "restart?":"最初から"
  },
  help_ja:
     "マウス左クリック ・ スペース ・ 左右キー " +
     "または Page Up ・ Page Downで操作， S ・ Bでフォントサイズ変更",

  strings_zh: {
    "slide":"幻灯片",
    "help?":"帮助?",
    "contents?":"内容?",
    "table of contents":"目录",
    "Table of Contents":"目录",
    "restart presentation":"重新启动展示",
    "restart?":"重新启动?"
  },
  help_zh:
    "用鼠标点击, 空格条, 左右箭头, Pg Up 和 Pg Dn 导航. " +
    "用 S, B 改变字体大小.",

  strings_ru: {
    "slide":"слайд",
    "help?":"помощь?",
    "contents?":"содержание?",
    "table of contents":"оглавление",
    "Table of Contents":"Оглавление",
    "restart presentation":"перезапустить презентацию",
    "restart?":"перезапуск?"
  },
  help_ru:
    "Перемещайтесь кликая мышкой, используя клавишу пробел, стрелки" +
    "влево/вправо или Pg Up и Pg Dn. Клавиши S и B меняют размер шрифта.",

  strings_sv: {
    "slide":"sida",
    "help?":"hjälp",
    "contents?":"innehåll",
    "table of contents":"innehållsförteckning",
    "Table of Contents":"Innehållsförteckning",
    "restart presentation":"visa presentationen från början",
    "restart?":"börja om"
  },
  help_sv:
    "Bläddra med ett klick med vänstra musknappen, mellanslagstangenten, " +
    "vänster- och högerpiltangenterna eller tangenterna Pg Up, Pg Dn. " +
    "Använd tangenterna S och B för att ändra textens storlek.",

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    var help_text = w3c_slidy.help_text;

    // each such language array is declared in the localize array
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      "es":this.strings_es,
      "ca":this.strings_ca,
      "cs":this.strings_cs,
      "nl":this.strings_nl,
      "de":this.strings_de,
      "pl":this.strings_pl,
      "fr":this.strings_fr,
      "hu":this.strings_hu,
      "it":this.strings_it,
      "el":this.strings_el,
      "jp":this.strings_ja,
      "zh":this.strings_zh,
      "ru":this.strings_ru,
      "sv":this.strings_sv
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    i18n.strings_es[help_text] = i18n.help_es;
    i18n.strings_ca[help_text] = i18n.help_ca;
    i18n.strings_cs[help_text] = i18n.help_cs;
    i18n.strings_nl[help_text] = i18n.help_nl;
    i18n.strings_de[help_text] = i18n.help_de;
    i18n.strings_pl[help_text] = i18n.help_pl;
    i18n.strings_fr[help_text] = i18n.help_fr;
    i18n.strings_hu[help_text] = i18n.help_hu;
    i18n.strings_it[help_text] = i18n.help_it;
    i18n.strings_el[help_text] = i18n.help_el;
    i18n.strings_ja[help_text] = i18n.help_ja;
    i18n.strings_zh[help_text] = i18n.help_zh;
    i18n.strings_ru[help_text] = i18n.help_ru;
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{
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// attach event listeners for initialization
w3c_slidy.set_up();

// hide the slides as soon as body element is available
// to reduce annoying screen mess before the onload event
setTimeout(w3c_slidy.hide_slides, 50);

"></script>
</head>
<body>
<div class="slide titlepage">
<h1 class="title">分類模型（Classification）</h1>
<p class="author">
郭耀仁
</p>
<p class="date">2017-09-01</p>
</div>
<div class="slide section level2">
<h2>常見的機器學習問題</h2>
<ul>
<li>監督式學習
<ul>
<li>迴歸模型</li>
<li>分類模型（*）</li>
</ul></li>
<li>非監督式學習
<ul>
<li>分群模型</li>
</ul></li>
</ul>
</div>
<div class="slide section level2">
<h2>分類模型</h2>
<ul>
<li>也許是目前最廣泛的機器學習應用</li>
<li>有為數極多的分類演算法</li>
</ul>
</div>
<div class="slide section level2">
<h2>羅吉斯迴歸模型</h2>
<ul>
<li>雖然有迴歸兩個字，但其實是個分類器</li>
<li>處理二元分類問題
<ul>
<li>Hot dog/Not hot dog</li>
<li>垃圾/普通郵件</li>
<li>詐欺/普通交易</li>
</ul></li>
</ul>
</div>
<div id="2" class="slide section level2">
<h2>羅吉斯迴歸模型（2）</h2>
<ul>
<li>氣溫與飲料店<strong>冰紅茶銷量是否超過 70 杯</strong>的關係為何?</li>
</ul>
<p>Data source: <a href="http://www.books.com.tw/products/0010695099">世界第一簡單統計學</a></p>
<p><img 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" width="768" /></p>
</div>
<div id="3" class="slide section level2">
<h2>羅吉斯迴歸模型（3）</h2>
<ul>
<li>我們為何不沿用迴歸模型來做分類模型？
<ul>
<li>輕易受到離群值影響</li>
<li><span class="math inline">\(h\)</span> 的值域不一定在 0 - 1 之間</li>
</ul></li>
</ul>
</div>
<div id="4" class="slide section level2">
<h2>羅吉斯迴歸模型（4）</h2>
<ul>
<li>我們需要將 <span class="math inline">\(h(x) = \theta^{T}x\)</span> 輸出的值域轉換至 <span class="math inline">\(0 \leq h(x) \leq 1\)</span></li>
<li>利用 <span class="math inline">\(g\)</span> 函數，也就是 sigmoid function</li>
</ul>
<p><span class="math display">\[g(z) = \frac{1}{1+e^{-z}}\]</span> <span class="math display">\[h(x) = g(\theta^{T}x) = \frac{1}{1 + e^{-\theta^{T}x}}\]</span></p>
</div>
<div id="5" class="slide section level2">
<h2>羅吉斯迴歸模型（5）</h2>
<ul>
<li>接著我們再做一次轉換，決定 <span class="math inline">\(g(z)\)</span> 輸出的機率該如何轉換至 <span class="math inline">\(\hat{y} \in {\{0, 1\}}\)</span></li>
</ul>
<p><span class="math display">\[ \hat{y} =
\begin{cases}
1 & \quad \text{if } h(x)\geq 0.5\\
0 & \quad \text{otherwise}\\
\end{cases}
\]</span></p>
</div>
<div id="6" class="slide section level2">
<h2>羅吉斯迴歸模型（6）</h2>
<ul>
<li>羅吉斯迴歸模型的成本函數：</li>
</ul>
<p><span class="math display">\[J(h(x), y) =
\begin{cases}
-\log(h(x)) & \quad \text{if } y = 1\\
-\log(1 - h(x)) & \quad \text{if } y = 0\\
\end{cases}
\]</span></p>
</div>
<div id="7" class="slide section level2">
<h2>羅吉斯迴歸模型（7）</h2>
<ul>
<li>成本函數示意：</li>
</ul>
<p><img 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" width="768" /></p>
</div>
<div id="8" class="slide section level2">
<h2>羅吉斯迴歸模型（8）</h2>
<ul>
<li>梯度遞減</li>
</ul>
<p><span class="math display">\[J(h(x), y) = -y\log(h(x)) - (1-y)\log(1-h(x))\]</span></p>
<p><span class="math display">\[J(\theta) = -\frac{1}{m}\sum_{i = 1}^{m}[y\log(h(x))+(1-y)\log(1-h(x))]\]</span></p>
<p><span class="math display">\[\theta_j := \theta_j - \alpha \frac{\mathrm \partial}{\mathrm \partial \theta_j} J(\theta)\]</span></p>
</div>
<div id="9" class="slide section level2">
<h2>羅吉斯迴歸模型（9）</h2>
<ul>
<li>延伸二元分類到多元分類問題：One-vs-all</li>
</ul>
<p><span class="math display">\[y \in {\{0, 1, 2\}}\]</span> <span class="math display">\[h^{0}(x) = P(y = 0 \mid x; \theta)\]</span> <span class="math display">\[h^{1}(x) = P(y = 1 \mid x; \theta)\]</span> <span class="math display">\[h^{2}(x) = P(y = 2 \mid x; \theta)\]</span> <span class="math display">\[\text{prediction:}\;\;max(h^{0}(x), h^{1}(x), h^{2}(x))\]</span></p>
</div>
<div id="10" class="slide section level2">
<h2>羅吉斯迴歸模型（10）</h2>
<ul>
<li>將資料集切割為訓練、測試</li>
</ul>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co"># train_test_split()</span>
train_test_split <-<span class="st"> </span><span class="cf">function</span>(x, <span class="dt">train_size =</span> <span class="fl">0.7</span>){
n_row <-<span class="st"> </span><span class="kw">nrow</span>(x)
shuffled_order <-<span class="st"> </span><span class="kw">sample</span>(<span class="dv">1</span><span class="op">:</span>n_row)
x_shuffled <-<span class="st"> </span>x[shuffled_order, ]
cut_point <-<span class="st"> </span><span class="kw">round</span>(n_row <span class="op">*</span><span class="st"> </span>train_size)
train_data <-<span class="st"> </span>x_shuffled[<span class="dv">1</span><span class="op">:</span>cut_point, ]
test_data <-<span class="st"> </span>x_shuffled[(cut_point <span class="op">+</span><span class="st"> </span><span class="dv">1</span>)<span class="op">:</span>n_row,]
<span class="kw">return</span>(<span class="kw">list</span>(
<span class="dt">train =</span> train_data,
<span class="dt">test =</span> test_data
))
}</code></pre></div>
</div>
<div id="11" class="slide section level2">
<h2>羅吉斯迴歸模型（11 ）</h2>
<ul>
<li>使用 <code>glm()</code> 函數</li>
</ul>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">temperature <-<span class="st"> </span><span class="kw">c</span>(<span class="dv">29</span>, <span class="dv">28</span>, <span class="dv">34</span>, <span class="dv">31</span>, <span class="dv">25</span>, <span class="dv">29</span>, <span class="dv">32</span>, <span class="dv">31</span>, <span class="dv">24</span>, <span class="dv">33</span>, <span class="dv">25</span>, <span class="dv">31</span>, <span class="dv">26</span>, <span class="dv">30</span>)
iced_tea_sales <-<span class="st"> </span><span class="kw">c</span>(<span class="dv">77</span>, <span class="dv">62</span>, <span class="dv">93</span>, <span class="dv">84</span>, <span class="dv">59</span>, <span class="dv">64</span>, <span class="dv">80</span>, <span class="dv">75</span>, <span class="dv">58</span>, <span class="dv">91</span>, <span class="dv">51</span>, <span class="dv">73</span>, <span class="dv">65</span>, <span class="dv">84</span>)
iced_tea_sales_category <-<span class="st"> </span><span class="kw">ifelse</span>(iced_tea_sales <span class="op">></span><span class="st"> </span><span class="dv">70</span>, <span class="dv">1</span>, <span class="dv">0</span>)
iced_tea_df <-<span class="st"> </span><span class="kw">data.frame</span>(temperature, iced_tea_sales, iced_tea_sales_category)
<span class="co"># Splitting</span>
iced_tea_train_test <-<span class="st"> </span><span class="kw">train_test_split</span>(iced_tea_df)
train <-<span class="st"> </span>iced_tea_train_test<span class="op">$</span>train
test <-<span class="st"> </span>iced_tea_train_test<span class="op">$</span>test
<span class="co"># Modeling</span>
logit_fit <-<span class="st"> </span><span class="kw">glm</span>(iced_tea_sales_category <span class="op">~</span><span class="st"> </span>temperature, <span class="dt">data =</span> train, <span class="dt">family =</span> <span class="st">"binomial"</span>)
<span class="co"># Predicting</span>
y_hat <-<span class="st"> </span><span class="kw">predict</span>(logit_fit, <span class="dt">newdata =</span> test, <span class="dt">type =</span> <span class="st">"response"</span>)
y_hat <-<span class="st"> </span><span class="kw">ifelse</span>(y_hat <span class="op">></span><span class="st"> </span><span class="fl">0.5</span>, <span class="dv">1</span>, <span class="dv">0</span>)</code></pre></div>
</div>
<div id="11-1" class="slide section level2">
<h2>羅吉斯迴歸模型（11 ）</h2>
<ul>
<li>使用<a href="https://en.wikipedia.org/wiki/Confusion_matrix">混淆矩陣</a>來評估分類模型的績效</li>
</ul>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">conf_mat <-<span class="st"> </span><span class="kw">table</span>(y_hat, test<span class="op">$</span>iced_tea_sales_category)
acc <-<span class="st"> </span><span class="kw">sum</span>(<span class="kw">diag</span>(conf_mat)) <span class="op">/</span><span class="st"> </span><span class="kw">sum</span>(conf_mat)
acc</code></pre></div>
</div>
<div class="slide section level2">
<h2>其他的分類器</h2>
<ul>
<li>羅吉斯迴歸通常用來處理線性可分的資料</li>
</ul>
<p><img src="data:image/png;base64,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" width="768" /></p>
</div>
<div id="2" class="slide section level2">
<h2>其他的分類器（2）</h2>
<ul>
<li>如果是非線性可分的資料，通常使用其他的分類器</li>
</ul>
<p><img 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" width="768" /></p>
</div>
<div id="3" class="slide section level2">
<h2>其他的分類器（3）</h2>
<ul>
<li>決策樹分類器（<code>rpart</code> 套件）</li>
<li>隨機森林分類器（<code>randomForest</code> 套件）</li>
<li>KNN 演算法</li>
<li>支援向量機</li>
<li>神經網絡</li>
<li>…etc.</li>
</ul>
</div>
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