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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="2017-08-04" />
<title>機器學習簡介</title>
<style type="text/css">code{white-space: pre;}</style>
<link 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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"
  },
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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:
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    "help?":"nápověda",
    "contents?":"obsah",
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    "Table of Contents":"Obsah prezentace",
    "restart presentation":"znovu spustit prezentaci",
    "restart?":"restart"
  },
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    "help?":"Help?",
    "contents?":"Inhoud?",
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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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    "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 " +
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  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" +
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    "slide":"sida",
    "help?":"hjälp",
    "contents?":"innehåll",
    "table of contents":"innehållsförteckning",
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    "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. " +
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      "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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// attach event listeners for initialization
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// hide the slides as soon as body element is available
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"></script>
</head>
<body>
<div class="slide titlepage">
<h1 class="title">機器學習簡介</h1>
<p class="author">
郭耀仁
</p>
<p class="date">2017-08-04</p>
</div>
<div class="slide section level2">
<h2>機器學習的定位</h2>
<div class="figure">
<img 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" />
</div>
<p>Source: <a href="https://rapidminer.com/artificial-intelligence-machine-learning-deep-learning/">rapidminer</a></p>
</div>
<div class="slide section level2">
<h2>定義機器學習</h2>
<p><a href="https://en.wikipedia.org/wiki/Arthur_Samuel">Arthur Samuel</a></p>
<blockquote>
<p>The field of study that gives computers the ability to learn without being explicitly programmed.</p>
</blockquote>
</div>
<div id="2" class="slide section level2">
<h2>定義機器學習（2）</h2>
<p><a href="http://www.cs.cmu.edu/~tom/">Tom Mitchell</a></p>
<blockquote>
<p>A computer program is said to learn from experience E with respect to some class of tasks T and performance measure P, if its performance at tasks in T, as measured by P, improves with experience E.</p>
</blockquote>
</div>
<div id="3" class="slide section level2">
<h2>定義機器學習（3）</h2>
<p><a href="http://www.csie.ntu.edu.tw/~htlin/">林軒田</a></p>
<blockquote>
<p>我們從小是怎麼樣辨認一棵樹的，是爸爸媽媽告訴我們一百條規則來定義嗎？其實不是的，很大一部分是透過我們自己的觀察很多的樹與不是樹之後，得到並且內化了辨認一棵樹的技巧，機器學習想要做的就是一樣的事情。</p>
</blockquote>
</div>
<div class="slide section level2">
<h2>機器學習的種類</h2>
<ul>
<li>監督式學習（Supervised Learning）：具有目標變數的 Labeled data
<ul>
<li>Gmail 會幫你分類郵件</li>
<li><a href="https://youtu.be/ACmydtFDTGs">Jin Yang’s Hot Dog Claasifier</a></li>
</ul></li>
<li>非監督式學習（Unsupervised Learning）：沒有目標變數的 Unlabeled data
<ul>
<li>將客戶分成不同的 Segments</li>
<li>降維時所使用的主成份分析</li>
</ul></li>
</ul>
</div>
<div id="2" class="slide section level2">
<h2>機器學習的種類（2）</h2>
<ul>
<li>監督式學習（Supervised Learning）
<ul>
<li>迴歸問題：目標變數是連續型（數值），像是股價、氣溫、匯率、房價…等</li>
<li>分類問題：目標變數是離散型（類別），像是垃圾郵件/非垃圾郵件、熱狗/非熱狗…等</li>
</ul></li>
</ul>
</div>
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