Mining the Web 2024 pdf epub mobi 电子书

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发表于2024-11-21

Mining the Web 2024 pdf epub mobi 电子书

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这本书最早是刚上研究生在图书馆看到，然后开始读，当时哪知道什么参数估计、ML、Mixure model、LSA、pLSA、Variable Inference啊，基本是云里雾里，当时只对第一部分爬虫看懂了，其他的不知所云。在只知道简单的机器学习概念的情况下贸然读这本书，还是非常突兀的。后来重新读...

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出版者:Morgan Kaufmann

作者:Soumen Chakrabarti

出品人:

页数:344

译者:

出版时间:2002-10-23

价格:USD 96.95

装帧:Hardcover

isbn号码:9781558607545

丛书系列:

图书标签: 数据挖掘 IR web 信息检索 datamining 机器学习搜索引擎计算机

Mining the Web 2024 pdf epub mobi 电子书图书描述

"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. Features include: 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; and, an excellent way to introduce students to especially vital applications of data mining and machine learning technology.

Mining the Web 2024 pdf epub mobi 电子书

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