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Free ebooks More computer ebooks Web Design Data Mining The Web: Uncovering Patterns in WEB Content,Structure, and Usage

Data Mining The Web: Uncovering Patterns in WEB Content,Structure, and Usage

Data Mining The WebPart I: Web Structure Mining
In Part I we discuss basic ideas and techniques for extracting text information from the Web, including collecting and indexing web documents and searching and rankingweb pages by their textual content and hyperlink structure. Part I contains two chapters, Chapter 1, Information Retrieval and Web Search; and Chapter 2, Hyperlink-Based Ranking.

Part II: Web Content Mining
Machine learning and data mining approaches organize the Web by content and thus respond directly to the major challenge of turning web data into web knowledge. InPart IIwefocus on two approaches to organizing theWeb, clustering and classification. Part II consists of three chapters: Chapter 3, Clustering; Chapter 4, Evaluating Clustering; and Chapter 5, Classification.

Part III: Web Usage Mining
Web usage mining refers to the application of data mining methods for uncovering usage patterns from Web data. Web usage mining differs from web structure mining and web content mining in that web usage mining reflects the behavior of humans as they interact with the Internet. Part III consists of four chapters: Chapters 6, Introduction to Web Usage Mining; Chapter 7, Preprocessing for Web Usage Mining; Chapter 8, Exploratory Data Analysis for Web Usage Mining; and Chapter 9, Modeling for Web Usage Mining: Clustering, Association, and Classification.
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