'information retrieval'에 해당되는 글 1건

  1. 2007.09.17 Information Retrieval Resources

Information Retrieval Resources

ITWeb/스크랩 2007. 9. 17. 16:49

ref. http://www-csli.stanford.edu/~hinrich/information-retrieval.html
ref. http://www-csli.stanford.edu/~hinrich/information-retrieval-book.html



Information Retrieval Resources

Information on Information Retrieval (IR) books, courses, conferences and other resources.

Books
Modern Information Retrieval. R. Baeza-Yates, B. Ribeiro-Neto. Addison-Wesley, 1999. Currently the most widely used and cited.
Information Retrieval: Algorithms and Heuristics. D.A. Grossman, O. Frieder. Springer, 2004. Excellent textbook, #1 or #2 seller on Amazon.
Managing Gigabytes. I.H. Witten, A. Moffat, T.C. Bell. Morgan Kaufmann, 1999. The authority on index construction and compression.
Mining the Web: Analysis of Hypertext and Semi Structured Data. S. Chakrabarti. Morgan Kaufmann, 2002. The best introduction for web-centric IR.
Finding Out About. R. Belew. Cambridge UP, 2001. More suitable for undergraduate classes than other books listed here.
Information Retrieval: A Health and Biomedical Perspective. W.R. Hersh. Springer, 2002. As the title says: a health/biomedical perspective.
TREC: Experiment and Evaluation in Information Retrieval. E.M. Voorhees, D.K. Harman. MIT Press, 2005. A survey of recent research results.
Language Modeling for Information Retrieval. W.B. Croft, J. Lafferty. Springer, 2003. Language models are of increasing importance in IR.
Readings in Information Retrieval. K. Sparck Jones, P. Willett. Morgan Kaufmann, 1997. A collection of classical IR papers.
Recommended Reading for IR Research Students. A. Moffat, J. Zobel, D. Hawking. SIGIR Forum, 39(2), 2005. Not a book, but a collection of seminal papers, more up-to-date than Sparck-Jones et al.
Modeling the Internet and the Web: Probabilistic Methods and Algorithms. P. Baldi, P. Frasconi, P. Smyth. Wiley, 2003. A bit terse. Recommended for those who have a good foundation in probability theory, but are new to IR.
Information Storage and Retrieval Systems. G. Kowalski, M.T. Maybury. Springer, 2005. "... takes a system approach, discussing all aspects of an Information Retrieval System."
The Geometry of Information Retrieval. C.J. van Risjbergen. Cambridge UP, 2004. Am ambitious attempt to develop quantum mechanics as a new foundation for IR.
Introduction to Modern Information Retrieval. G.G. Chowdhury. Neal-Schuman, 2003. Intended for students of library and information studies.
Text Information Retrieval Systems. C. Meadow, B. Boyce, D. Kraft. Academic Press, 2000. Also takes a library/information science perspective.
More Books

Free Online Books
Introduction to Information Retrieval. C.D. Manning, P. Raghavan, H. Schütze. Cambridge UP, 2007. Draft. Focuses on algorithms and mathematical foundations without neglecting practical issues in building search systems. Equal coverage of classical IR and newer topics like XML, machine learning techniques and web search engines.
Finding Out About. Hypertext edition of R. Belew's book (w/o figures).
Information Retrieval. C. J. van Rijsbergen. Butterworths, 1979. The classic. Almost 40 years old, but still worth reading.
Information Retrieval Interaction. P. Ingwersen. Taylor Graham, 1992. Focuses on user interaction in IR.
Information Retrieval: A Survey. Ed Greengrass. 2000. Good survey of "classical" IR, but little or no coverage of recent work (e.g., language models, PageRank, SVMs).
Information Retrieval. T. van der Weide. 2004. Introduction to IR and hypertext.

Research Centers
CMU (LTI)
Dublin CU
Geneva (Viper)
Glasgow
Helsinki Institute for Information Technology
IBM
Illinois Institute of Technology
Microsoft Research
NIST
Peking
Pittsburgh
Sheffield
UIUC
UMASS

Courses
Berkeley (SIMS)
CMU
Cornell
DePaul
IIT
Johns Hopkins I
Johns Hopkins II
Maryland
MPI
Princeton
Stanford
Stuttgart
Texas
UMASS

Problem Sets / Assignments
Bilkent
U. of Chile
DePaul
Georgetown
Tennessee

Web Information Retrieval
webir.org
Search Engine Watch
Users' Guide to Web Searching
PageRank

Subareas, Applications, Methods
Information Retrieval & Extraction
Information Retrieval & Machine Learning
Text Mining & Web Mining
INEX: XML retrieval
Geographic Information Retrieval
Music Information Retrieval
CLIR & Multilingual Information Retrieval
Cross-Language Information Retrieval (CLIR) Resources
N-Grams in Information Retrieval
Agent-based Information Retrieval
Audio Information Retrieval
Adversarial Information Retrieval

Conferences
TREC
Cross Language Evaluation Forum
SIGIR 2007 (last), SIGIR 2008 (next)
CIKM 2006, CIKM 2007
WWW 2007, WWW 2008
JCDL 2007, JCDL 2008
RIAO 2004, RIAO 2007
ECIR 2007, ECIR 2008
AIRS 2006, AIRS 2008
SPIRE 2006, SPIRE 2007
Norbert Fuhr's IR conference calendar

Journals
ACM Transactions on Information Systems (TOIS): dblp home
Information Processing and Management (IP&M): dblp home
Information Retrieval: dblp home
International Journal on Digital Libraries: dblp home
Journal of the American Society of Information Science and Technology (JASIST): dblp home
SIGIR Forum: dblp home
Journal of Documentation
D-Lib Magazine
Data & Knowledge Engineering: dblp home
Information Processing Letters: dblp home
Information Research
Information Systems: dblp home
Journal of Intelligent Information Systems: dblp home
Knowledge and Information Systems: dblp home
Foundations and Trends in Information Retrieval: home

Popular Articles
Wikipedia: Information Retrieval
Bruce Croft: What Do People Want From IR
Information Retrieval on the World Wide Web
Michael Lesk: The Seven Ages of Information Retrieval

Software
Doug Oard's list of available text retrieval systems
Avi Rappoport: open source search engines
MySQL full text search
Text to Matrix Generator, a MATLAB toolbox for indexing, retrieval and other text processing tasks

Collections
U. of Glasgow list of available text retrieval collections
NLP/IR corpus list at NUS
NLP/IR corpus list at Edinburgh
Internet archive (limited availability)
Linguistic Data Consortium

Professional Organizations
ACM SIGIR
BCS IRSG

Other Resources
Glossary (Modern Information Retrieval)
Information retrieval research links @ Search Tools
BUBL: Information Retrieval Links
LSU: Information Retrieval Systems
Open Directory: Information Retrieval Links
UBC: Indexing Resources
IR & Neural Networks, Symbolic Learning, Genetic Algorithms
A stop list (that is, a list of stop words)
Machine Learning and Information Retrieval (older collection of papers)
Chris Manning's NLP resources

2007.09.08

Back

: