Mining the Web: Discovering Knowledge from Hypertext Data Ebook

Publication: Morgan Kaufmann
 
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Language: English
Publication Date: October 2002
Pages: 344
File Size: 26425 Kbytes

Restrictions set by Publisher:
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Language: English
Publication Date: October 2002
File Size: 13608 Kbytes

Restrictions set by Publisher:
- Text-to-speech feature not available.
- Printing is permitted.
- You can copy text from file.
- Free application Adobe Digital Editions, Aldiko reader, or Bluefire reader required .
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ISBN: 9780080511726   Should I buy this Ebook?   Write a Review

Description

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 issues-including Web crawling and indexing-Chakrabarti 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 work-painstaking, critical, and forward-looking-readers 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.

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Mining the Web: Discovering Knowledge from Hypertext Data