Data Mining: A Tutorial-Based Primer, Second Edition
Richard J. Roiger
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.
Features
• Provides in-depth coverage of basic and advanced topics in data mining and knowledge discovery
• Presents the most popular data mining algorithms in an easy to follow format
• Includes instructional tutorials on applying the various data mining algorithms
• Provides several interesting datasets ready to be mined
• Offers in-depth coverage of RapidMiner Studio and Weka’s Explorer interface
PDF (conv) + EPUB + MOBI + AZW3:
本帖隐藏的内容
PDF (conv):
EPUB:
MOBI:
AZW3:
PDF (conv) + EPUB + MOBI + AZW3 四种格式压缩包：
DM.zip
大小:(85.95 MB)
只需: 80 个论坛币
马上下载
本附件包括：
- Data Mining_A Tutorial-Based Primer (2nd Edition).epub
- Data Mining_A Tutorial-Based Primer (2nd Edition).mobi
- Data Mining_A Tutorial-Based Primer (2nd Edition).pdf
- Data Mining_A Tutorial-Based Primer (2nd Edition).azw3
附带数据：
datasetsWeka.zip
大小:(338.89 KB)
只需: 1 个论坛币
马上下载
本附件包括：
- CardiologyMixed.arff
- CardiologyNumerical.arff
- contact-lenses.arff
- CreditCardPromotion.arff
- CreditScreening.arff
- customer-churn-data-KN.arff
- customer-churn-data-UNK.arff
- diabetes.arff
- grb4u.arff
- RegressionExample.arff
- SensorData.arff
- Sonar.arff
- SonarMissingClass.arff
- Spam.arff
- supermarket.arff
- SVMExample.arff
- TimeSeriesWeka.zip
- XOR.arff
- XORC.arff
datasetsRapidMiner.zip
大小:(858.04 KB)
只需: 1 个论坛币
马上下载
本附件包括：
- CardiologyMixed.xlsx
- CardiologyNumerical.xlsx
- CreditCardPromoAssoc.xlsx
- CreditCardPromotion.xlsx
- creditscreening.xlsx
- customer-churn-data.xlsx
- CustomerReivews.zip
- Diabetes.xlsx
- Grb4u.xlsx
- SensorData.xlsx
- Sonar.xlsx
- Spam.xls
- SVMExample.xlsx
- TimeSeriesRapidMiner.zip
- XORFunction.xlsx
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