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 Fundamentals of Multisite Radar Systems by Richard J. Roiger
Cover of the book Handbook of Microalgal Mass Culture (1986) by Richard J. Roiger
Cover of the book Abstract Algebra with Applications by Richard J. Roiger
Cover of the book Health Risk Assessment Dermal and Inhalation Exposure and Absorption of Toxicants by Richard J. Roiger
Cover of the book Carbon Capture, Storage and Utilization by Richard J. Roiger
Cover of the book Advanced Optical Instruments and Techniques by Richard J. Roiger
Cover of the book Procedural Generation in Game Design by Richard J. Roiger
Cover of the book Discrete-Event Modeling and Simulation by Richard J. Roiger
Cover of the book Drainage Details by Richard J. Roiger
Cover of the book Nonionic Surfactants by Richard J. Roiger
Cover of the book Deterministic Learning Theory for Identification, Recognition, and Control by Richard J. Roiger
Cover of the book Copper Proteins and Copper Enzymes by Richard J. Roiger
Cover of the book Topology and Physics of Circular DNA (1992) by Richard J. Roiger
Cover of the book Water-Insoluble Drug Formulation by Richard J. Roiger
Cover of the book Stochastic Process Optimization using Aspen Plus® 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