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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..


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..


Machine Learning And Data Mining In Pattern Recognition

ISBN 10 : 9783319419206
ISBN 13 : 331941920X

This book constitutes the refereed proceedings of the 12th International Conference on Machine Learning and Data Mining in Pattern Recognition, MLDM 2016, held in New York, NY, USA..


Statistical Regression And Classification

ISBN 10 : 9781351645898
ISBN 13 : 1351645897

Statistical Regression and Classification: From Linear Models to Machine Learning takes an innovative look at the traditional statistical regression course, presenting a contempora..


Algorithms For Data Science

ISBN 10 : 9783319457970
ISBN 13 : 3319457977

This textbook on practical data analytics unites fundamental principles, algorithms, and data. Algorithms are the keystone of data analytics and the focal point of this textbook. C..


Integral Methods In Science And Engineering

ISBN 10 : 9783319167275
ISBN 13 : 3319167278

This contributed volume contains a collection of articles on state-of-the-art developments on the construction of theoretical integral techniques and their application to specific ..


Lasso Regressions And Forecasting Models In Applied Stress Testing

ISBN 10 : 9781475599329
ISBN 13 : 1475599323

Model selection and forecasting in stress tests can be facilitated using machine learning techniques. These techniques have proved robust in other fields for dealing with the curse..


Big Data Analytics With R

ISBN 10 : 9781786463722
ISBN 13 : 1786463725

Utilize R to uncover hidden patterns in your Big Data About This Book Perform computational analyses on Big Data to generate meaningful results Get a practical knowledge of R progr..


Enterprise Applications Markets And Services In The Finance Industry

ISBN 10 : 9783319527642
ISBN 13 : 3319527649

This book constitutes revised selected papers from the 8th International Workshop on Enterprise Applications, Markets and Services in the Finance Industry, FinanceCom 2016, held in..


Machine Learning In Complex Networks

ISBN 10 : 9783319172903
ISBN 13 : 3319172905

This book presents the features and advantages offered by complex networks in the machine learning domain. In the first part, an overview on complex networks and network-based mach..