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| Category: | General - Books | By: | Morgan Kaufmann Publishers, Inc. |
| More info: | www.mkp.com | Author(s): | Ian Witten, Eibe Frank, Mark A. Hall |
| Year of publication: | 2011 | ||
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, as well as 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. Key » Read more... |  |
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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, as well as 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. Key features:- Thorough grounding in machine learning concepts as well as practical advice on applying the tools & techniques;- Algorithmic methods at the heart of successful data mining'including tried & true methods as well as leading edge methods;- Performance improvement techniques that work by transforming the input or output;- Downloadable Weka, a collection of machine learning algorithms for data mining tasks, including tools for data pre-processing, classification, regression, clustering, association rules, and visualization in an updated, interactive interface.