Data Mining

A Tutorial-Based Primer, Second Edition

Business & Finance, Economics, Statistics, Nonfiction, Computers, Entertainment & Games, Game Programming - Graphics, Database Management
Cover of the book Data Mining by Richard J. Roiger, CRC Press
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Richard J. Roiger ISBN: 9781498763998
Publisher: CRC Press Publication: January 6, 2017
Imprint: Chapman and Hall/CRC Language: English
Author: Richard J. Roiger
ISBN: 9781498763998
Publisher: CRC Press
Publication: January 6, 2017
Imprint: Chapman and Hall/CRC
Language: English

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.

 

** **

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

 

** **

More books from CRC Press

Cover of the book Handbook of Electrical Hazards and Accidents by Richard J. Roiger
Cover of the book Applications of Electrodynamics in Theoretical Physics and Astrophysics by Richard J. Roiger
Cover of the book Carbon Management in the Built Environment by Richard J. Roiger
Cover of the book Cellular Patterns by Richard J. Roiger
Cover of the book Real Estate and GIS by Richard J. Roiger
Cover of the book Biofuels Production and Processing Technology by Richard J. Roiger
Cover of the book Nanoscale Flow by Richard J. Roiger
Cover of the book Succeeding in Paediatric Surgery Examinations, Volume 1 by Richard J. Roiger
Cover of the book Catalysys and Surface Science by Richard J. Roiger
Cover of the book Advances in Aviation Psychology, Volume 2 by Richard J. Roiger
Cover of the book Handbook of Environmental and Ecological Modeling by Richard J. Roiger
Cover of the book Handbook of Venous and Lymphatic Disorders by Richard J. Roiger
Cover of the book Industrial Noise Control by Richard J. Roiger
Cover of the book Lithium-Ion Supercapacitors by Richard J. Roiger
Cover of the book Gauge Fields and Strings by Richard J. Roiger
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy