[share_ebook] Data Mining: Practical Machine Learning Tools and Techniques, Third Edition


Author: Ian H. Witten, Eibe Frank, Mark A. Hall

Date: 2011-01-20

ISBN: 0123748569

Pages: 664

Language: English

Publisher: Morgan Kaufmann

Category: Technical


Posted on 2012-01-27, by LionFar.

Description


Title:Data Mining: Practical Machine Learning Tools and Techniques, Third Edition
Author:Ian H. Witten, Eibe Frank, Mark A. Hall
Publisher:Morgan Kaufmann
ISBN:0123748569
ISBN13:
Date2011-01-20
Pages:664
Language:English
Format: PDF
Size:6.9 mb

Description:Data Mining: Practical Machine Learning Tools and Techniques offers a thorough grounding in machine learning concepts as well as practical advice on applying machine learning tools and techniques in real-world data mining situations. This highly anticipated third edition of the most acclaimed work on data mining and machine learning will teach you everything you need to know about preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the heart of successful data mining. Thorough updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including new material on Data Transformations, Ensemble Learning, Massive Data Sets, Multi-instance Learning, plus a new version of the popular Weka machine learning software developed by the authors. Witten, Frank, and Hall include both tried-and-true techniques of today as well as methods at the leading edge of contemporary research. *Provides a thorough grounding in machine learning concepts as well as practical advice on applying the tools and techniques to your data mining projects *Offers concrete tips and techniques for performance improvement that work by transforming the input or output in machine learning methods *Includes downloadable Weka software toolkit, a collection of machine learning algorithms for data mining tasks-in an updated, interactive interface. Algorithms in toolkit cover: data pre-processing, classification, regression, clustering, association rules, visualization


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