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Statistical Analysis for High-Dimensional Data

The Abel Symposium 2014

Language

English

Book Hardback

Libristo code: 02832972

Publishers Springer International Publishing AG, February 2016

This book features research contributions from The Abel Symposium on Statistical Analys... Full description

Libristo code: 02832972

394 b

160.89 € VAT included

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This book features research contributions from The Abel Symposium on Statistical Analysis for High Dimensional Data, held in Nyvĺgar, Lofoten, Norway, in May 2014. The focus of the symposium was on statistical and machine learning methodologies specifically developed for inference in "big data" situations, with particular reference to genomic applications. The contributors, who are among the most prominent researchers on the theory of statistics for high dimensional inference, present new theories and methods, as well as challenging applications and computational solutions. Specific themes include, among others, variable selection and screening, penalised regression, sparsity, thresholding, low dimensional structures, computational challenges, non-convex situations, learning graphical models, sparse covariance and precision matrices, semi- and non-parametric formulations, multiple testing, classification, factor models, clustering, and preselection. Highlighting cutting-edge research and casting light on future research directions, the contributions will benefit graduate students and researchers in computational biology, statistics and the machine learning community.