2005 DataMiningPracticalMLTools
- (Witten & Frank, 2005) ⇒ Ian H. Witten, and Eibe Frank. (2005). “Data Mining: Practical machine learning tools and techniques, Second Edition." Elsevier, 2005. ISBN: 008047702X, 9780080477022
Subject Headings: Data Mining Text Book, Weka System.
Notes
- Google Books (Elsevier) ID: QTnOcZJzlUoC
- Book First Edition: (Witten & Frank, 2000).
- Book Third Edition: (Witten et al., 2011)
- Book Fourth Edition: (Witten et al., 2016)
- Book Website: https://www.cs.waikato.ac.nz/ml/weka/book.html
Cited By
Quotes
Book Overview
Data Mining, Second Edition, describes data mining techniques and shows how they work. The book is a major revision of the first edition that appeared in 1999. While the basic core remains the same, it has been updated to reflect the changes that have taken place over five years, and now has nearly double the references.
The highlights of this new edition include thirty new technique sections; an enhanced Weka machine learning workbench, which now features an interactive interface; comprehensive information on neural networks; a new section on Bayesian networks; and much more.
This text is designed for information systems practitioners, programmers, consultants, developers, information technology managers, specification writers as well as professors and students of graduate-level data mining and machine learning courses.
- Algorithmic methods at the heart of successful data mining—including tried and true techniques as well as leading edge methods
Performance improvement techniques that work by transforming the input or output
- Performance improvement techniques that work by transforming the input or output
Table of Contents
Engineering the input and output p.285
The Weka machine learning workbench p.363
The Explorer p.369
The Experimenter p.437
The commandline interface p.449
Embedded machine learning p.461
Writing new learning schemes p.471
References
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| Author | volume | Date Value | title | type | journal | titleUrl | doi | note | year | |
|---|---|---|---|---|---|---|---|---|---|---|
| 2005 DataMiningPracticalMLTools | Ian H. Witten Eibe Frank | Data Mining: Practical machine learning tools and techniques, Second Edition | http://200.201.9.37/mestrado/docs/WittenFrank.pdf | 2005 |