Mining the Web : discovering knowledge from hypertext data
tarafından
 
Chakrabarti, Soumen.

Başlık
Mining the Web : discovering knowledge from hypertext data

Yazar
Chakrabarti, Soumen.

ISBN
9781558607545

Yazar Ek Girişi
Chakrabarti, Soumen.

Yayın Bilgileri
San Francisco, CA : Morgan Kaufmann Publishers, ©2003.

Fiziksel Tanımlama
1 online resource (xviii, 345 pages) : illustrations

İçerik
Crawling the Web -- Web search and information retrieval -- Similarity and clustering -- Supervised learning -- Semisupervised learning -- Social network analysis -- Resource discovery -- The future of Web mining.

Özet
Mining the Web: Discovering Knowledge from Hypertext Data is the first book devoted entirely to techniques for producing knowledge from the vast body of unstructured Web data. Building on an initial survey of infrastructural issuesincluding Web crawling and indexingChakrabarti examines low-level machine learning techniques as they relate specifically to the challenges of Web mining. He then devotes the final part of the book to applications that unite infrastructure and analysis to bring machine learning to bear on systematically acquired and stored data. Here the focus is on results: the strengths and weaknesses of these applications, along with their potential as foundations for further progress. From Chakrabarti's workpainstaking, critical, and forward-lookingreaders will gain the theoretical and practical understanding they need to contribute to the Web mining effort. * A comprehensive, critical exploration of statistics-based attempts to make sense of Web Mining. * Details the special challenges associated with analyzing unstructured and semi-structured data. * Looks at how classical Information Retrieval techniques have been modified for use with Web data. * Focuses on today's dominant learning methods: clustering and classification, hyperlink analysis, and supervised and semi-supervised learning. * Analyzes current applications for resource discovery and social network analysis. * An excellent way to introduce students to especially vital applications of data mining and machine learning technology..

Konu Başlığı
Data mining.
 
Hypertext systems.
 
Web databases.
 
Data Mining. (DNLM)D057225
 
Information Storage and Retrieval -- methods. (DNLM)D016247Q000379
 
Internet -- statistics & numerical data. (DNLM)D020407Q000706
 
Exploration de données (Informatique)
 
Hypertexte.
 
Bases de données sur le Web.
 
Data mining. (OCoLC)fst00887946
 
Hypertext systems. (OCoLC)fst00965876
 
Web databases. (OCoLC)fst01173224

Tür
Electronic books.

Elektronik Erişim
ScienceDirect http://www.sciencedirect.com/science/book/9781558607545


Yer NumarasıDemirbaş NumarasıShelf LocationShelf LocationHolding Information
QA76.9 .D343 C45 2003 EB1188164-1001Elsevier E-Kitap KoleksiyonuElsevier E-Kitap Koleksiyonu