Textual Information Access: Statistical Models (Hardback)
  • Textual Information Access: Statistical Models (Hardback)
zoom

Textual Information Access: Statistical Models (Hardback)

(editor), (editor)
£145.00
Hardback 448 Pages / Published: 13/04/2012
  • We can order this

Usually dispatched within 1 week

  • This item has been added to your basket
This book presents statistical models that have recently been developed within several research communities to access information contained in text collections. The problems considered are linked to applications aiming at facilitating information access: - information extraction and retrieval; - text classification and clustering; - opinion mining; - comprehension aids (automatic summarization, machine translation, visualization). In order to give the reader as complete a description as possible, the focus is placed on the probability models used in the applications concerned, by highlighting the relationship between models and applications and by illustrating the behavior of each model on real collections. Textual Information Access is organized around four themes: informational retrieval and ranking models, classification and clustering (regression logistics, kernel methods, Markov fields, etc.), multilingualism and machine translation, and emerging applications such as information exploration. Contents Part 1: Information Retrieval 1. Probabilistic Models for Information Retrieval, Stephane Clinchant and Eric Gaussier. 2. Learnable Ranking Models for Automatic Text Summarization and Information Retrieval, Massih-Reza Amini, David Buffoni, Patrick Gallinari,& Tuong Vinh Truong and Nicolas Usunier. Part 2: Classification and Clustering 3. Logistic Regression and Text Classification, Sujeevan Aseervatham, Eric Gaussier, Anestis Antoniadis,& Michel Burlet and Yves Denneulin. 4. Kernel Methods for Textual Information Access, Jean-Michel Renders. 5. Topic-Based Generative Models for Text & Information Access, Jean-Cedric Chappelier. 6. Conditional Random Fields for Information Extraction, Isabelle Tellier and Marc Tommasi. Part 3: Multilingualism 7. Statistical Methods for Machine Translation, Alexandre Allauzen and Francois Yvon. Part 4: Emerging Applications 8. Information Mining: Methods and Interfaces for Accessing Complex Information, Josiane Mothe, Kurt Englmeier and Fionn Murtagh. 9. Opinion Detection as a Topic Classification Problem, Juan-Manuel Torres-Moreno, Marc El-Beze, Patrice Bellot and& Frederic Bechet.

Publisher: ISTE Ltd and John Wiley & Sons Inc
ISBN: 9781848213227
Number of pages: 448
Weight: 786 g
Dimensions: 235 x 164 x 30 mm

You may also be interested in...

You Are Not A Gadget
Added to basket
Cybersecurity and Cyberwar
Added to basket
Society and the Internet
Added to basket
AQA Computing A2: Student Book
Added to basket
Tubes
Added to basket
£9.99
Paperback
How to Pass Higher Computing Science
Added to basket
The Second Machine Age
Added to basket
Who Owns The Future?
Added to basket
Computing with Quantum Cats
Added to basket
BTEC First in I&CT Revision Guide
Added to basket
The Dark Net
Added to basket
£9.99
Paperback
Introduction to Algorithms
Added to basket
Early Home Computers
Added to basket
Social Engineering
Added to basket
BTEC First in I&CT Revision Workbook
Added to basket

Reviews

Please sign in to write a review

Your review has been submitted successfully.