Mining the Web : Discovering Knowledge from Hypertext Data by Soumen Chakrabarti

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  • Title: Mining the Internet : Discovering Data from Hypertext Knowledge
  • Author: Soumen Chakrabarti
  • Category: Different
  • Date: No info
  • Lenguage: English
  • Pages: unknown
  • ISBN: 9780080511726

 

Ebook description:

Mining the Internet: Discovering Data from Hypertext Knowledge is the primary e-book devoted fully to methods for producing information from the huge physique of unstructured Internet information. Constructing on an preliminary survey of infrastructural points—together with Internet crawling and indexing—Chakrabarti examines low-level machine studying methods as they relate particularly to the challenges of Internet mining. He then devotes the ultimate a part of the e-book to functions that unite infrastructure and evaluation to convey machine studying to bear on systematically acquired and saved information. Right here the main target is on outcomes: the strengths and weaknesses of those functions, together with their potential as foundations for additional progress. From Chakrabarti’s work—painstaking, important, and forward-looking—readers will achieve the theoretical and sensible understanding they should contribute to the Internet mining effort. * A complete, important exploration of statistics-based makes an attempt to make sense of Internet Mining. * Particulars the particular challenges related to analyzing unstructured and semi-structured information. * Seems at how classical Data Retrieval methods have been modified to be used with Internet information. * Focuses on right this moment’s dominant studying strategies: clustering and classification, hyperlink evaluation, and supervised and semi-supervised studying. * Analyzes present functions for useful resource discovery and social community evaluation. * A wonderful option to introduce college students to particularly important functions of information mining and machine studying know-how.

 

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