2009年3月4日星期三

【转】Introduction to Information Retrieval 以备忘


Introduction to Information Retrieval



This is the companion website for the following book.


Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press. 2008.


You can order this book at

CUP, at your local bookstore or on the internet. The best search term to use is the ISBN: 0521865719.


The book aims to provide a modern approach to information retrieval from a computer science perspective. It is based on a course we have been teaching in various forms at

Stanford University and at the University of Stuttgart.


We’d be pleased to get feedback about how this book works out as a textbook, what is missing, or covered in too much detail, or what is simply wrong. Please send any feedback or comments to: informationretrieval (at) yahoogroups (dot) com


Online resources
Apart from small differences (mainly concerning copy editing and figures), the online editions should have the same content as the print edition. However, we are planning to fix errata in the online editions every few months or so.


The following materials are available online. The date of last update is given in parentheses.

HTML edition (2008.06.01)
PDF of the book for online viewing (with nice hyperlink features, 2008.07.12)
PDF of the book for printing (2008.05.27)
PDFs of individual chapters (2008.05.27)
slides (2009.01.01)
discussion forums (2008.09.12, posting should now work for new users)
a moodle with interactive exercises (2008.09.05, guest access has been enabled)
solutions to the exercises (2007.12.31, you will need to register with CUP)
errata (2008.07.12)
Information retrieval resources
A list of
information retrieval resources is also available.


Introduction to Information Retrieval: Table of Contents
chapter resources
Front matter (incl. table of notations)
pdf
01 Boolean retrieval
pdf html
02 The term vocabulary & postings lists
pdf html
03 Dictionaries and tolerant retrieval
pdf html
04 Index construction
pdf html
05 Index compression
pdf html
06 Scoring, term weighting & the vector space model
pdf html
07 Computing scores in a complete search system
pdf html
08 Evaluation in information retrieval
pdf html
09 Relevance feedback & query expansion
pdf html
10 XML retrieval
pdf html
11 Probabilistic information retrieval
pdf html
12 Language models for information retrieval
pdf html
13 Text classification & Naive Bayes
pdf html
14 Vector space classification
pdf html
15 Support vector machines & machine learning on documents
pdf html
16 Flat clustering
pdf html html
17 Hierarchical clustering
pdf html
18 Matrix decompositions & latent semantic indexing
pdf html
19 Web search basics
pdf html
20 Web crawling and indexes
pdf html
21 Link analysis
pdf html
Bibliography & Index
pdf
bibtex file
bib


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