Carte High-Dimensional Optimization and Probability Ashkan Nikeghbali

High-Dimensional Optimization and Probability

With a View Towards Data Science

Limbă: engleză
Legare: Copertă tare
Disponibilitate: În depozitul extern
Expediem în 10-13 zile
470.54 lei
This volume presents extensive research devoted to a broad spectrum of mathematics with emphasis on...

Informații despre carte

Limbă
engleză
Legare
Carte - Copertă tare
Publicat
2022
Pagini
417
EAN
9783031008313
Enbook ID
38835087
Greutate
805
Dimensiuni
155 x 235 x 28

Descriere completă

This volume presents extensive research devoted to a broad spectrum of mathematics with emphasis on interdisciplinary aspects of Optimization and Probability. Chapters also emphasize applications to Data Science, a timely field with a high impact in our modern society. The discussion presents modern, state-of-the-art, research results and advances in areas including non-convex optimization, decentralized distributed convex optimization, topics on surrogate-based reduced dimension global optimization in process systems engineering, the projection of a point onto a convex set, optimal sampling for learning sparse approximations in high dimensions, the split feasibility problem, higher order embeddings, codifferentials and quasidifferentials of the expectation of nonsmooth random integrands, adjoint circuit chains associated with a random walk, analysis of the trade-off between sample size and precision in truncated ordinary least squares, spatial deep learning, efficient location-based tracking for IoT devices using compressive sensing and machine learning techniques, and nonsmooth mathematical programs with vanishing constraints in Banach spaces.The book is a valuable source for graduate students as well as researchers working on Optimization, Probability and their various interconnections with a variety of other areas.

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