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Textual Information Access: Statistical Models 2012

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  - electronic edition @ wiley.com
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Éric Gaussier, François Yvon:
Textual Information Access: Statistical Models. Wiley-ISTE 2012, ISBN 978-1-84821-322-7

Part 1: Information Retrieval

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Stéphane Clinchant, Éric Gaussier:
Probabilistic Models for Information Retrieval. Textual Information Access: Statistical Models 2012: 3-32
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Massih-Reza Amini, David Buffoni, Patrick Gallinari, Tuong-Vinh Truong, Nicolas Usunier:
Learnable Ranking Models for Automatic Text Summarization and Information Retrieval. Textual Information Access: Statistical Models 2012: 33-58

Part 2: Classification and Clustering

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Sujeevan Aseervatham, Éric Gaussier, Anestis Antoniadis, Michel Burlet, Yves Denneulin:
Logistic Regression and Text Classification. Textual Information Access: Statistical Models 2012: 61-84
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Jean-Michel Renders:
Kernel Methods for Textual Information Access. Textual Information Access: Statistical Models 2012: 85-128
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  - books/wi/p/Chappelier12
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Jean-Cédric Chappelier:
Topic-Based Generative Models for Text Information Access. Textual Information Access: Statistical Models 2012: 129-178
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  - books/wi/p/TellierT12
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Isabelle Tellier, Marc Tommasi:
Conditional Random Fields for Information Extraction. Textual Information Access: Statistical Models 2012: 179-220

Part 3: Multilingualism

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Alexandre Allauzen, François Yvon:
Statistical Methods for Machine Translation. Textual Information Access: Statistical Models 2012: 223-304

Part 4: Emerging Applications

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Josiane Mothe, Kurt Englmeier, Fionn Murtagh:
Information Mining: Methods and Interfaces for Accessing Complex Information. Textual Information Access: Statistical Models 2012: 307-336
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Juan-Manuel Torres-Moreno, Marc El-Bèze, Patrice Bellot, Frédéric Béchet:
Opinion Detection as a Topic Classification Problem. Textual Information Access: Statistical Models 2012: 337-368

Appendix

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François Yvon:
Probabilistic Models: An Introduction. Textual Information Access: Statistical Models 2012: 369-422

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