supervised learning framework

46

INTERSPEECH
2010

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Exploring speaker characteristics for meeting summarization

13 years 11 months ago

In this paper, we investigate using meeting-specific characteristics to improve extractive meeting summarization, in particular, speaker-related attributes (such as verboseness, g...

Fei Liu, Yang Liu

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43

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JMLR
2006

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Learning Coordinate Covariances via Gradients

14 years 4 months ago

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We introduce an algorithm that learns gradients from samples in the supervised learning framework. An error analysis is given for the convergence of the gradient estimated by the ...

Sayan Mukherjee, Ding-Xuan Zhou

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38

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JMLR
2006

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Estimation of Gradients and Coordinate Covariation in Classification

14 years 4 months ago

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We introduce an algorithm that simultaneously estimates a classification function as well as its gradient in the supervised learning framework. The motivation for the algorithm is...

Sayan Mukherjee, Qiang Wu

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