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1.

図書

図書
Steve Renals, Samy Bengio (eds.)
出版情報: Berlin : Springer, c2006  xiii, 490 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 3869
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2.

図書

図書
Samy Bengio, Hervé Bourlard (eds.)
出版情報: Berlin : Springer, c2005  xii, 362 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 3361
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3.

図書

図書
Steve Renals, Samy Bengio, Jonathan G. Fiscus (eds.)
出版情報: Berlin : Springer, c2006  xii, 470 p. ; 24 cm
シリーズ名: Lecture notes in computer science ; 4299
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4.

図書

図書
[edited by] Joseph Keshet, Samy Bengio
出版情報: Chichester : John Wiley & Sons, 2009  xiii, 253 p. ; 26 cm
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目次情報: 続きを見る
List of Contributors
Preface
Foundations / I:
Introduction / Samy Bengio ; Joseph Keshet1:
The Traditional Approach to Speech Processing / 1.1:
Potential Problems of the Probabilistic Approach / 1.2:
Support Vector Machines for Binary Classification / 1.3:
Outline / 1.4:
References
Theory and Practice of Support Vector Machines Optimization / Shai Shalev-Shwartz ; Nathan Srebo2:
SVM and L2-regularized Linear Prediction / 2.1:
Optimization Accuracy From a Machine Learning Perspective / 2.3:
Stochastic Gradient Descent / 2.4:
Dual Decomposition Methods / 2.5:
Duality / 2.5.1:
Summary / 2.6:
From Binary Classification to Categorial Prediction / Koby Crammer3:
Multi-category Problems / 3.1:
Hypothesis Class / 3.2:
Loss Functions / 3.3:
Hinge Loss Functions / 3.4:
A Generalized Perceptron Algorithm / 3.5:
A Generalized Passive-Aggressive Algorithm / 3.6:
A Batch Formulation / 3.7:
Concluding Remarks / 3.8:
Appendix / 3.9:
Derivations of the Duals of the Passive-Aggressive Algorithm and the Batch Formulation
Acoustic Modeling / II:
A Large Margin Algorithm for Forced Alignment / Yoram Singer ; Dan Chazan4:
Problem Setting / 4.1:
Cost and Risk / 4.3:
ALarge Margin Approach for Forced Alignment / 4.4:
An Iterative Algorithm / 4.5:
Efficient Evaluation of the Alignment Function / 4.6:
Base Alignment Functions / 4.7:
Experimental Results / 4.8:
Discussion / 4.9:
A Kernel Wrapper for Phoneme Sequence Recognition / 5:
Frame-based Phoneme Classifier / 5.1:
Kernel-based Iterative Algorithm for Phoneme Recognition / 5.4:
Nonlinear Feature Functions / 5.5:
Preliminary Experimental Results / 5.6:
Discussion: Canwe Hope for Better Results? / 5.7:
Augmented Statistical Models: Using Dynamic Kernels for Acoustic Models / Mark J. F. Gales6:
Temporal Correlation Modeling / 6.1:
Dynamic Kernels / 6.3:
Augmented Statistical Models / 6.4:
Conclusions / 6.5:
Acknowledgements
Large Margin Training of Continuous Density Hidden Markov Models / Fei Sha ; Lawrence K. Saul7:
Background / 7.1:
Large Margin Training / 7.3:
Conclusion / 7.4:
Language Modeling / III:
A Survey of Discriminative Language Modeling Approaches for Large Vocabulary Continuous Speech Recognition / Brian Roark8:
General Framework / 8.1:
Further Developments / 8.3:
Summary and Discussion / 8.4:
Large Margin Methods for Part-of-Speech Tagging / Yasemin Altun9:
<$$$> / 9.1:
List of Contributors
Preface
Foundations / I:
5.

図書

図書
organized by the IEEE Signal Processing Society, Neural Neteorks Technical Committe ; edited by Hervé Bourlard ... [et al.]
出版情報: New York : Institute of Electrical and Electronics Engineers, c2002  x, 786 p. ; 23 cm
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6.

電子ブック

EB
Steve Renals, Samy Bengio, Takeo Kanade
出版情報: Springer eBooks Computer Science , Springer Berlin / Heidelberg, 2006
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7.

電子ブック

EB
Steve Renals, Samy Bengio, Jonathan G. Fiscus, Takeo Kanade
出版情報: Springer eBooks Computer Science , Springer Berlin Heidelberg, 2006
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8.

電子ブック

EB
Samy Bengio, Hervé Bourlard, Takeo Kanade
出版情報: Springer eBooks Computer Science , Springer Berlin / Heidelberg, 2005
所蔵情報: loading…
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