Dynamic Time Warping (DTW) for Single Word and Sentence ...
Dynamic Time Warping (DTW) for Single Word and Sentence ...
Dynamic Time Warping (DTW) for Single Word and Sentence ...
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<strong>DTW</strong> <strong>for</strong> <strong>Single</strong> <strong>Word</strong> <strong>and</strong> <strong>Sentence</strong> Recognizers<br />
What we could do already<br />
We can build a first simple isolated-word recognizer using <strong>DTW</strong><br />
We can build a preprocessor such that recorded speech can be processed<br />
by the recognizer<br />
We can recognize speech using <strong>DTW</strong> <strong>and</strong> print the score <strong>for</strong> each of its<br />
reference patterns:<br />
Example:<br />
• Build recognizer that can recognize two words w 1 <strong>and</strong> w 2<br />
• Collect training examples (in real life: a lot of data)<br />
• Skip the optimization phase (don't need development set)<br />
• Collect evaluation data (a few examples per word)<br />
• Run tests on evaluation data <strong>and</strong> report results<br />
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