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Rapidminer: Data Mining Use Cases and Business Analytics Applications (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie) [Englisch] [Gebundene Ausgabe]

Markus Hofmann , Ralf Klinkenberg

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Inhaltsverzeichnis

Introduction to Data Mining and RapidMiner What This Book Is about and What It Is Not, Ingo Mierswa Getting Used to RapidMiner, Ingo Mierswa Basic Classification Use Cases for Credit Approval and in Education k-Nearest Neighbor Classification I, M. Fareed Akhtar k-Nearest Neighbor Classification II, M. Fareed Akhtar Naive Bayes Classification I, M. Fareed Akhtar Naive Bayes Classification II, M. Fareed Akhtar Marketing, Cross-Selling, and Recommender System Use Cases Who Wants My Product? Affinity-Based Marketing, Euler Timm Basic Association Rule Mining in RapidMiner, Matthew A. North Constructing Recommender Systems in RapidMiner, Matej Mihelcic, Matko Bosnjak, Nino Antulov-Fantulin, and Tomislav Smuc Recommender System for Selection of the Right Study Program for Higher Education Students, Milan Vukicevic, Milos Jovanovic, Boris Delibasic, and Milija Suknovic Clustering in Medical and Educational Domains Visualizing Clustering Validity Measures, Andrew Chisholm Text Mining: Spam Detection, Language Detection, and Customer Feedback Analysis Detecting Text Message Spam, Neil McGuigan Robust Language Identification with RapidMiner: A Text Mining Use Case, Matko Bosnjak, Eduarda Mendes Rodrigues, and Luis Sarmento Text Mining with RapidMiner, Gurdal Ertek, Dilek Tapucu, and Inanc Arin Feature Selection and Classification in Astroparticle Physics and in Medical Domains Application of RapidMiner in Neutrino Astronomy, Tim Ruhe, Katharina Morik, and Wolfgang Rhode Medical Data Mining, Mertik Matej and Palfy Miroslav Molecular Structure- and Property-Activity Relationship Modeling in Biochemistry and Medicine Using PaDEL to Calculate Molecular Properties and Chemoinformatic Models, Markus Muehlbacher and Johannes Kornhuber Chemoinformatics: Structure- and Property-Activity Relationship Development with RapidMiner, Markus Muehlbacher and Johannes Kornhuber Image Mining: Feature Extraction, Segmentation, and Classification Image Mining Extension for RapidMiner (Introductory), Radim Burget, Vaclav Uher, and Jan Masek Image Mining Extension for RapidMiner (Advanced), Vaclav Uher and Radim Burget Anomaly Detection, Instance Selection, and Prototype Construction Instance Selection in RapidMiner, Marcin Blachnik and Miroslaw Kordos Anomaly Detection, Markus Goldstein Meta-Learning, Automated Learner Selection, Feature Selection, and Parameter Optimization Using RapidMiner for Research: Experimental Evaluation of Learners, Milos Jovanovic, Milan Vukicevic, Boris Delibasic, and Milija Suknovic Index

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