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High-dimensional Optimization and Probability : With a View Towards Data Scie...

Description: High-dimensional Optimization and Probability : With a View Towards Data Science, Hardcover by Nikeghbali, Ashkan (EDT); Pardalos, Panos M. (EDT); Raigorodskii, Andrei M. (EDT); Rassias, Michael T. (EDT), ISBN 3031008316, ISBN-13 9783031008313, Like New Used, Free shipping in the US 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. Th 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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Location: Jessup, Maryland

End Time: 2024-11-10T14:31:20.000Z

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High-dimensional Optimization and Probability : With a View Towards Data Scie...

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Book Title: High-dimensional Optimization and Probability : With a View Towar

Number of Pages: VIII, 417 Pages

Publication Name: Designing Asynchronous Circuits Using NULL Convention Logic (NCL) : Digital and Analog Hardware Interfacing

Language: English

Publisher: Springer International Publishing A&G

Subject: Probability & Statistics / General, Information Management, Optimization

Publication Year: 2022

Item Weight: 28.4 Oz

Type: Textbook

Author: Scott Smith, Jia Di

Item Length: 9.3 in

Subject Area: Mathematics, Business & Economics

Series: Springer Optimization and Its Applications Ser.

Item Width: 6.1 in

Format: Hardcover

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