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	<title>Delve Networks Blog &#187; development</title>
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		<title>Hungry?  Get your Hot CNet Chunks!</title>
		<link>http://blog.delvenetworks.com/2007/06/30/hungry-get-your-hot-cnet-chunks/</link>
		<comments>http://blog.delvenetworks.com/2007/06/30/hungry-get-your-hot-cnet-chunks/#comments</comments>
		<pubDate>Sat, 30 Jun 2007 19:30:16 +0000</pubDate>
		<dc:creator>alex castro</dc:creator>
				<category><![CDATA[development]]></category>
		<category><![CDATA[features]]></category>
		<category><![CDATA[news]]></category>
		<category><![CDATA[web 2.0]]></category>

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		<description><![CDATA[Yesterday, Pluggd and CNet unveiled our HearHere search capability over a sampling of popular ZDnet shows.
It&#8217;s exciting, because this is the first time people are able to search within media using a heatmap experience.
Before this, users had two choices: full meal deal or get up from the table.
Now they can find and snack on the [...]]]></description>
			<content:encoded><![CDATA[<p>Yesterday, <b><a href="http://www.pluggd.com" target="_blank">Pluggd</a></b> and <b><a href="http://www.cnet.com" target="_blank">CNet</a></b> unveiled our HearHere search capability over a sampling of popular ZDnet shows.</p>
<p>It&#8217;s exciting, because this is the first time people are able to search within media using a heatmap experience.</p>
<p>Before this, users had two choices: full meal deal or get up from the table.<br />
Now they can find and snack on the tasty chunks they are looking for.</p>
<p>Try it out for yourself by doing a search for &#8220;iPhone&#8221; or &#8220;Apple&#8221; on this episode:<br />
<b><a href="http://blogs.zdnet.com/BTL/?p=5411" target="_blank">http://blogs.zdnet.com/BTL/?p=5411</a></b></p>
<p><a href="http://blogs.zdnet.com/BTL/?p=5411" target="_blank"><img src="http://blog.pluggd.com/wp-content/uploads/2007/06/iphonepluggd2.jpg" border="0"></a></p>
<p>Check out what some folks are saying about the HearHere release:</p>
<p><b><a href="http://blog.seattlepi.nwsource.com/venture/archives/117373.asp" target="_blank">http://blog.seattlepi.nwsource.com/venture/archives/117373.asp</a></b><br />
<b><a href="http://venturebeat.com/2007/06/29/pluggd-begins-delivery-of-better-audio-search" target="_blank">http://venturebeat.com/2007/06/29/pluggd-begins-delivery-of-better-audio-search/</a></b><br />
<b><a href="http://mashable.com/2007/06/29/pluggd-launches-audio-search-player-on-cnet/" target="_blank">http://mashable.com/2007/06/29/pluggd-launches-audio-search-player-on-cnet/</a></b></p>
<p>More to come!</p>
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		<slash:comments>3</slash:comments>
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		<title>Pluggd in the Economist</title>
		<link>http://blog.delvenetworks.com/2007/06/08/pluggd-in-the-economist/</link>
		<comments>http://blog.delvenetworks.com/2007/06/08/pluggd-in-the-economist/#comments</comments>
		<pubDate>Fri, 08 Jun 2007 21:02:59 +0000</pubDate>
		<dc:creator>alex castro</dc:creator>
				<category><![CDATA[development]]></category>
		<category><![CDATA[features]]></category>
		<category><![CDATA[news]]></category>
		<category><![CDATA[web 2.0]]></category>

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		<description><![CDATA[
We&#8217;re excited to be mentioned in a story in the Economist today about
speech recognition. The article does a good job of surveying the space, but
what really makes Pluggd different (and speech reco useful for video search)
is the chunking technology we&#8217;ve developed (read more about chunks).

It&#8217;s great to see the company getting highlighted this way in [...]]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.economist.com/search/displaystory.cfm?story_id=9249338&#038;CFID=6349751&#038;CFTOKEN=56646948" target=_"blank"><img src="http://www.economist.com/images/economist_logo.png"></a></p>
<p>We&#8217;re excited to be mentioned in a <b><a href="http://www.economist.com/search/displaystory.cfm?story_id=9249338&#038;CFID=6349751&#038;CFTOKEN=56646948" target=_"blank">story in the Economist</a></b> today about<br />
speech recognition. The article does a good job of surveying the space, but<br />
what really makes Pluggd different (and speech reco useful for video search)<br />
is the chunking technology we&#8217;ve developed (<b><a href="http://blog.pluggd.com/2007/05/30/more-about-chunks-the-parts-you-want/" target="_blank">read more about chunks</a></b>).</p>
<p>
It&#8217;s great to see the company getting highlighted this way in such an<br />
outstanding publication.</p>
<p>- Alex Castro</p>
]]></content:encoded>
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		<slash:comments>3</slash:comments>
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		<title>More about Chunks: The Parts You Want</title>
		<link>http://blog.delvenetworks.com/2007/05/30/more-about-chunks-the-parts-you-want/</link>
		<comments>http://blog.delvenetworks.com/2007/05/30/more-about-chunks-the-parts-you-want/#comments</comments>
		<pubDate>Wed, 30 May 2007 20:55:03 +0000</pubDate>
		<dc:creator>alex castro</dc:creator>
				<category><![CDATA[development]]></category>
		<category><![CDATA[features]]></category>
		<category><![CDATA[web 2.0]]></category>

		<guid isPermaLink="false">http://blog.pluggd.com/2007/05/30/more-about-chunks-the-parts-you-want/</guid>
		<description><![CDATA[We got some questions about what these chunk-things are after my last post. Some folks asked how this is different from just searching for the utterance of a word in video. It&#8217;s quite a bit different.  Matt Marshall at Venture Beat did a good job describing how Pluggd works in this post (http://venturebeat.com/2006/12/06/pluggd-perfects-audio-and-video-search-raises-165m/) after [...]]]></description>
			<content:encoded><![CDATA[<p>We got some questions about what these chunk-things are after my last post. Some folks asked how this is different from just searching for the utterance of a word in video. It&#8217;s quite a bit different.  Matt Marshall at Venture Beat did a good job describing how Pluggd works in this post (<a href="http://venturebeat.com/2006/12/06/pluggd-perfects-audio-and-video-search-raises-165m/" target="_blank">http://venturebeat.com/2006/12/06/pluggd-perfects-audio-and-video-search-raises-165m/</a>) after we last spoke with him.</p>
<p>Let&#8217;s dig into this a little more by investigating user intention. When a user searches within video for the word &#8216;golf&#8217;, are they thinking, &#8220;The person who created this video has really good enunciation, I wonder how they pronounce the word &#8216;golf&#8217;?&#8221; I don&#8217;t think so. This is the type of user experience enabled by using speech recognition by itself. </p>
<p>Instead, the user&#8217;s intention is more likely to be, &#8220;I am really interested in golf, find me the segment within this video where golf is talked about.&#8221; This requires identifying a distinct and relevant conversation, what we call a &#8216;chunk&#8217;, within the video. Speech recognition alone isn&#8217;t enough to accomplish this. We combine speech recognition with some very interesting semantic analysis and information retrieval techniques to identify chunks. We are able to identify a chunk by recognizing when related words and word phrases (e.g. golf, Tiger Woods, green, Vijay Singh, under par, over par) are used in sequence within an area of video.</p>
<p>There are several interesting implications of chunking:</p>
<p><b>1) Far superior results than speech recognition by itself</b></p>
<p>Because we are using the presence of related words, as opposed to the presence of a single word, we are able to achieve results that are far superior to even the best speech recognition engines. </p>
<p>The diagram below illustrates how this works for a scenario where a user searches for a chunk by typing in the query term &#8211; &#8220;Vijay Singh.&#8221; The word phrase &#8220;Vijay Singh&#8221; might prove difficult for a speech recognition engine, including the one we use, to identify. However, our chunking technology compensates for this.</p>
<p><img src="http://blog.pluggd.com/wp-content/uploads/2007/05/hotchunks1.jpg"><br /><img src="http://blog.pluggd.com/wp-content/uploads/2007/05/hotchunks2.jpg"><br />
<b>2) Increases a user&#8217;s media consumption</b></p>
<p>Because users can jump to exactly what they are interested within the video, they don&#8217;t &#8216;bail out&#8217; of the video. Users often start watching a video clip only to become frustrated when they don&#8217;t immediately see what they were expecting, and they are too impatient to wait for the video segment they do care about. They just leave. Our experiments show that a very high number of users &#8216;bail out&#8217; of video within the first 30 seconds.</p>
<p>By allowing users to jump to what they are interested in, users become satisfied, and spend more time watching more of the video. In fact, we&#8217;ve found evidence that users display some of the &#8216;browsing&#8217; behavior in video that they exhibit with hyperlinks and text web pages. In a future post, I will share empirical data from some of the AB testing we&#8217;ve conducted over the past few months.</p>
<p>- Alex Castro</p>
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		<slash:comments>10</slash:comments>
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