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Semantic Information Extraction: Overview and Basic Techniques

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Kernel based Methods<br />

• Kernel (X, Y) defines similarity between X <strong>and</strong> Y<br />

• X <strong>and</strong> Y can be<br />

Vectors of features (as in previous slides)<br />

Objects (string sequence, Parse trees)<br />

• Kernel-based methods<br />

Don’t require extensive feature engineering<br />

Maybe computational expensive<br />

• Multiple Kernels can also be used in combination with a<br />

composite kernel (Zhao <strong>and</strong> Grishman, 2005)<br />

3/21/2012 9:28 AM

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