Statistical Analysis for High-Dimensional Data: The Abel Symposium 2014 (1st ed. 2016) (Abel Symposia #11)
By: and and and and and
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- Synopsis
- This book features research contributions from The Abel Symposium on Statistical Analysis for High Dimensional Data, held in Nyvågar, 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.
- Copyright:
- 2016
Book Details
- Book Quality:
- Publisher Quality
- ISBN-13:
- 9783319270999
- Related ISBNs:
- 9783319270975
- Publisher:
- Springer International Publishing
- Date of Addition:
- 09/14/19
- Copyrighted By:
- Springer International Publishing, Cham
- Adult content:
- No
- Language:
- English
- Has Image Descriptions:
- No
- Categories:
- Nonfiction, Science, Computers and Internet, Mathematics and Statistics, Medicine
- Submitted By:
- Bookshare Staff
- Usage Restrictions:
- This is a copyrighted book.
- Edited by:
- Arnoldo Frigessi
- Edited by:
- Peter Bühlmann
- Edited by:
- Ingrid Glad
- Edited by:
- Mette Langaas
- Edited by:
- Sylvia Richardson
- Edited by:
- Marina Vannucci
Reviews
Other Books
- by Arnoldo Frigessi
- by Peter Bühlmann
- by Ingrid K. Glad
- by Mette Langaas
- by Sylvia Richardson
- by Marina Vannucci
- in Nonfiction
- in Science
- in Computers and Internet
- in Mathematics and Statistics
- in Medicine