Data Mining : A Tutorial-Based Primer, Second Edition Paperback / softback
by Richard J. Roiger
Part of the Chapman & Hall/CRC Data Mining and Knowledge Discovery Series series
Paperback / softback
Description
Data Mining: A Tutorial-Based Primer, Second Edition provides a comprehensive introduction to data mining with a focus on model building and testing, as well as on interpreting and validating results.
The text guides students to understand how data mining can be employed to solve real problems and recognize whether a data mining solution is a feasible alternative for a specific problem.
Fundamental data mining strategies, techniques, and evaluation methods are presented and implemented with the help of two well-known software tools.
Several new topics have been added to the second edition including an introduction to Big Data and data analytics, ROC curves, Pareto lift charts, methods for handling large-sized, streaming and imbalanced data, support vector machines, and extended coverage of textual data mining.
The second edition contains tutorials for attribute selection, dealing with imbalanced data, outlier analysis, time series analysis, mining textual data, and more. The text provides in-depth coverage of RapidMiner Studio and Weka’s Explorer interface.
Both software tools are used for stepping students through the tutorials depicting the knowledge discovery process.
This allows the reader maximum flexibility for their hands-on data mining experience.
Information
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Only a few left - usually despatched within 24 hours
- Format:Paperback / softback
- Pages:530 pages, 45 Tables, black and white; 295 Illustrations, black and white
- Publisher:Taylor & Francis Inc
- Publication Date:01/12/2016
- Category:
- ISBN:9781498763974
Other Formats
- PDF from £51.02
Information
-
Only a few left - usually despatched within 24 hours
- Format:Paperback / softback
- Pages:530 pages, 45 Tables, black and white; 295 Illustrations, black and white
- Publisher:Taylor & Francis Inc
- Publication Date:01/12/2016
- Category:
- ISBN:9781498763974