Rapidminer: Data Mining Use Cases and Business Analytics Applications

Front Cover......Page 1
Part I Introduction to Data Mining and RapidMiner......Page 56
 Chapter 1 What This Book is About and What It is Not......Page 58
 Chapter 2 Getting Used to RapidMiner......Page 74
Part 2 Basic Classification Use Cases for Credit Approval and in Education......Page 86
 Chapter 3 k-Nearest Neighbor Classification I......Page 88
 Chapter 4 k-Nearest Neighbor Classification II......Page 100
 Chapter 5 NaŁ ve Bayes Classification I......Page 108
 Chapter 6 NaŁ ve Bayes Classificaton II......Page 120
Part 3 Marketing, Cross- Selling, and Recommender System Use Cases......Page 130
 Chapter 7 Who Wants My Product? Affnity-Based Marketing......Page 132
 Chapter 8 Basic Association Rule Mining in RapidMiner......Page 152
 Chapter 9 Constructing Recommender Systems in RapidMiner......Page 174
 Chapter 10 Recommender System for Selection of the Right Study Program for Higher Education Students......Page 200
Part 4 Clustering in Medical and Educational Domains......Page 212
 Chapter 11 Visualising Clustering Validity Measures......Page 214
 Chapter 12 Grouping Higher Education Students with RapidMiner......Page 240
Part 5 Text Mining: Spam Detection, Language Detection, and Customer Feedback Analysis......Page 252
 Chapter 13 Detecting Text Message Spam......Page 254
 Chapter 14 Robust Language Identification with RapidMiner: A Text Mining Use Case......Page 268
 Chapter 15 Text Mining with RapidMiner......Page 296
Part 6 Feature Selection and Classification in Astroparticle Physics and in Medical Domains......Page 318
 Chapter 16 Application of RapidMiner in Neutrino Astronomy......Page 320
 Chapter 17 Medical Data Mining......Page 344
Part 7 Molecular Structure- and Property- Activity Relationship Modeling in Biochemistry and Medicine......Page 374
 Chapter 18 Using PaDEL to Calculate Molecular Properties and Chemoinformatic Models......Page 376
 Chapter 19 Chemoinformatics: Structure- and Property-activity Relationship Development......Page 386
Part 8 Image Mining: Feature Extraction, Segmentation, and Classification......Page 400
 Chapter 20 Image Mining Extension for RapidMiner (Introductory)......Page 402
 Chapter 21 Image Mining Extension for RapidMiner (Advanced)......Page 418
Part 9 Anomaly Detection, Instance Selection, and Prototype Construction......Page 430
 Chapter 22 Instance Selection in RapidMiner......Page 432
 Chapter 23 Anomaly Detection......Page 464
Part 10 Meta- Learning, Automated Learner Selection, Feature Selection, and Parameter Optimization......Page 492
 Chapter 24 Using RapidMiner for Research: Experimental Evaluation of Learners......Page 494
Color Insert......Page 510
Back Cover......Page 518