Proactive Data Mining with Decision Trees

Nonfiction, Computers, Database Management, Information Storage & Retrievel, General Computing
Cover of the book Proactive Data Mining with Decision Trees by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon, Springer New York
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon ISBN: 9781493905393
Publisher: Springer New York Publication: February 14, 2014
Imprint: Springer Language: English
Author: Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
ISBN: 9781493905393
Publisher: Springer New York
Publication: February 14, 2014
Imprint: Springer
Language: English

This book explores a proactive and domain-driven method to classification tasks. This novel proactive approach to data mining not only induces a model for predicting or explaining a phenomenon, but also utilizes specific problem/domain knowledge to suggest specific actions to achieve optimal changes in the value of the target attribute. In particular, the authors suggest a specific implementation of the domain-driven proactive approach for classification trees. The book centers on the core idea of moving observations from one branch of the tree to another. It introduces a novel splitting criterion for decision trees, termed maximal-utility, which maximizes the potential for enhancing profitability in the output tree. Two real-world case studies, one of a leading wireless operator and the other of a major security company, are also included and demonstrate how applying the proactive approach to classification tasks can solve business problems. Proactive Data Mining with Decision Trees is intended for researchers, practitioners and advanced-level students.

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

This book explores a proactive and domain-driven method to classification tasks. This novel proactive approach to data mining not only induces a model for predicting or explaining a phenomenon, but also utilizes specific problem/domain knowledge to suggest specific actions to achieve optimal changes in the value of the target attribute. In particular, the authors suggest a specific implementation of the domain-driven proactive approach for classification trees. The book centers on the core idea of moving observations from one branch of the tree to another. It introduces a novel splitting criterion for decision trees, termed maximal-utility, which maximizes the potential for enhancing profitability in the output tree. Two real-world case studies, one of a leading wireless operator and the other of a major security company, are also included and demonstrate how applying the proactive approach to classification tasks can solve business problems. Proactive Data Mining with Decision Trees is intended for researchers, practitioners and advanced-level students.

More books from Springer New York

Cover of the book High Altitude Primates by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book Understanding Prevention for HIV Positive Gay Men by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book Empathy Imperiled by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book Ophthalmic Pathology by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book Pediatric Neuro-Ophthalmology by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book Bergey's Manual of Systematic Bacteriology by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book Space Debris and Other Threats from Outer Space by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book The Active Female by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book Oral Cancer Metastasis by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book Residue Reviews by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book The Nursing Informatics Implementation Guide by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book Interdisciplinary Handbook of the Person-Centered Approach by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book Third-Party Reproduction by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book Textbook of Refractive Laser Assisted Cataract Surgery (ReLACS) by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Cover of the book Management of the Patient at High Risk for Breast Cancer by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
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