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An Introduction to Statistical Learning: with Applications in R (Springer T…


An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage…


An Introduction To Statistical Learning

ISBN 10 : 1461471370
ISBN 13 : 9781461471370

An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data set..


An Introduction To Statistical Learning

ISBN 10 : 9781461471387
ISBN 13 : 1461471389

An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data set..


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..


The Nature Of Statistical Learning Theory

ISBN 10 : 9781475724400
ISBN 13 : 1475724403

The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning from the general point of vie..


An Elementary Introduction To Statistical Learning Theory

ISBN 10 : 1118023463
ISBN 13 : 9781118023464

A thought-provoking look at statistical learning theory and its role in understanding human learning and inductive reasoning A joint endeavor from leading researchers in the fields..


Introductory Statistics With R

ISBN 10 : 9780387790541
ISBN 13 : 0387790543

This book provides an elementary-level introduction to R, targeting both non-statistician scientists in various fields and students of statistics. The main mode of presentation is ..


A Modern Introduction To Probability And Statistics

ISBN 10 : 9781846281686
ISBN 13 : 1846281687

Suitable for self study Use real examples and real data sets that will be familiar to the audience Introduction to the bootstrap is included – this is a modern method missing in ..


Statistical Learning With Sparsity

ISBN 10 : 9781498712170
ISBN 13 : 1498712177

Discover New Methods for Dealing with High-Dimensional Data A sparse statistical model has only a small number of nonzero parameters or weights; therefore, it is much easier to est..


A Modern Approach To Regression With R

ISBN 10 : 9780387096087
ISBN 13 : 0387096086

This book focuses on tools and techniques for building regression models using real-world data and assessing their validity. A key theme throughout the book is that it makes sense ..


Introduction To Statistical Machine Learning

ISBN 10 : 9780128023501
ISBN 13 : 0128023503

Machine learning allows computers to learn and discern patterns without actually being programmed. When Statistical techniques and machine learning are combined together they are a..


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