Cambridge Series in Statistical and Probabilistic Mathematics: High-Dimensional Probability: An Introduction With Applications in Data Science Series Number 47 [Audiobook] download free by Roman Vershynin
Listen audiobook: Cambridge Series in Statistical and Probabilistic Mathematics: High-Dimensional Probability: An Introduction With Applications in Data Science Series Number 47
You can listen to this audiobook in formats: AIFF, WAV, MP3, FLAC, Shorten, WMA, MPEG4 (compression DEB, RAR, TAR.Z, ZIP)
Total pages original book: 296
Includes a PDF summary of 31 pages
Duration of the summary (audio): 23M28S (6.2 MB)
Description or summary of the audiobook: High-dimensional probability offers insight into the behavior of random vectors, random matrices, random subspaces, and objects used to quantify uncertainty in high dimensions. Drawing on ideas from probability, analysis, and geometry, it lends itself to applications in mathematics, statistics, theoretical computer science, signal processing, optimization, and more. It is the first to integrate theory, key tools, and modern applications of high-dimensional probability. Concentration inequalities form the core, and it covers both classical results such as Hoeffding's and Chernoff's inequalities and modern developments such as the matrix Bernstein's inequality. It then introduces the powerful methods based on stochastic processes, including such tools as Slepian's, Sudakov's, and Dudley's inequalities, as well as generic chaining and bounds based on VC dimension. A broad range of illustrations is embedded throughout, including classical and modern results for covariance estimation, clustering, networks, semidefinite programming, coding, dimension reduction, matrix completion, machine learning, compressed sensing, and sparse regression.
Other categories, genre or collection: Signal Processing, Pattern Recognition, Probability & Statistics, Data Analysis: General, Econometrics
Download servers: MEGA, Microsoft OneDrive, FreakShare, Dropbox, SeedPeer, Teamplace, KATCR, FileServe, Hotfile. Compressed in DEB, RAR, TAR.Z, ZIP
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