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The Elements of Statistical Learning: Data Mining, Inference, and Predictio…


This book describes the important ideas in a variety of fields such as medicine, biology, finance, and marketing in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of colour graphics. It is a valuable resource for statisticians and anyone interested in data mining in science or industry. The book’s coverage is broad, from supervised learning (prediction) to unsupervised…

The Elements Of Statistical Learning

ISBN 10 : 9780387216065
ISBN 13 : 0387216065

During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biolog..


Data Analysis And Graphics Using R

ISBN 10 : 9781139486675
ISBN 13 : 1139486675

Discover what you can do with R! Introducing the R system, covering standard regression methods, then tackling more advanced topics, this book guides users through the practical, p..


Data Mining Algorithms

ISBN 10 : 9781118950807
ISBN 13 : 1118950801

Data Mining Algorithms is a practical, technically-oriented guide to data mining algorithms that covers the most important algorithms for building classification, regression, and c..


Prediction And Discovery

ISBN 10 : 9780821841952
ISBN 13 : 0821841955

These proceedings feature some of the latest important results about machine learning based on methods originated in Computer Science and Statistics. In addition to papers discussi..


Conformal Prediction For Reliable Machine Learning

ISBN 10 : 9780124017153
ISBN 13 : 0124017150

The conformal predictions framework is a recent development in machine learning that can associate a reliable measure of confidence with a prediction in any real-world pattern reco..


Handbook Of Statistical Analysis And Data Mining Applications

ISBN 10 : 0080912036
ISBN 13 : 9780080912035

The Handbook of Statistical Analysis and Data Mining Applications is a comprehensive professional reference book that guides business analysts, scientists, engineers and researcher..


Data Analysis And Data Mining

ISBN 10 : 9780199942718
ISBN 13 : 0199942714

An introduction to statistical data mining, Data Analysis and Data Mining is both textbook and professional resource. Assuming only a basic knowledge of statistical reasoning, it p..


Data Analysis Machine Learning And Knowledge Discovery

ISBN 10 : 9783319015958
ISBN 13 : 3319015958

Data analysis, machine learning and knowledge discovery are research areas at the intersection of computer science, artificial intelligence, mathematics and statistics. They cover ..


Ecological Statistics

ISBN 10 : 9780191652882
ISBN 13 : 0191652881

The application and interpretation of statistics are central to ecological study and practice. Ecologists are now asking more sophisticated questions than in the past. These new qu..


Modeling Techniques In Predictive Analytics With Python And R

ISBN 10 : 9780133892147
ISBN 13 : 013389214X

Master predictive analytics, from start to finish Start with strategy and management Master methods and build models Transform your models into highly-effective code—in both Pyth..