High-Dimensional Optimization and Probability : With a View Towards Data Science. 1st ed. 2022

フォーマット:

電子ブック

責任表示:

edited by Ashkan Nikeghbali, Panos M. Pardalos, Andrei M. Raigorodskii, Michael Th. Rassias

言語:

英語

出版情報:

Cham : Springer International Publishing : Imprint: Springer, 2022

形態:

VIII, 417 p. 40 illus., 33 illus. in color : online resource

著者名:

• Nikeghbali, Ashkan
• Pardalos, Panos M.
• Raigorodskii, Andrei M.
• Rassias, Michael Th
• SpringerLink (Online service)

シリーズ名:

Springer Optimization and Its Applications ; 191

目次情報:

Projection of a point onto a convex set via Charged Balls Method (E. Abbasov )
Towards optimal sampling for learning sparse approximations in high dimensions (Adcock)
Recent Theoretical Advances in Non-Convex Optimization (Gasnikov)
Higher Order Embeddings for the Composition of the Harmonic Projection and Homotopy Operators (Ding)
Codifferentials and Quasidifferentials of the Expectation of Nonsmooth Random Integrands and Two-Stage Stochastic Programming (M.V. Dolgopolik)
On the Expected Extinction Time for the Adjoint Circuit Chains associated with a Random Walk with Jumps in Random Environments (Ganatsiou)
A statistical learning theory approach for the analysis of the trade-off between sample size and precision in truncated ordinary least squares (Raciti)
Recent theoretical advances in decentralized distributed convex optimization (Gasnikov)
On training set selection in spatial deep learning (M.T. Hendrix)
Surrogate-Based Reduced Dimension Global Optimization in Process Systems Engineering (Xiang Li)
A viscosity iterative method with alternated inertial terms for solving the split feasibility problem (Rassias)
Efficient Location-Based Tracking for IoT Devices Using Compressive Sensing and Machine Learning Techniques (Aboushelbaya)
Nonsmooth Mathematical Programs with Vanishing Constraints in Banach Spaces (Singh)

Projection of a point onto a convex set via Charged Balls Method (E. Abbasov )
Towards optimal sampling for learning sparse approximations in high dimensions (Adcock)
Recent Theoretical Advances in Non-Convex Optimization (Gasnikov)
Higher Order Embeddings for the Composition of the Harmonic Projection and Homotopy Operators (Ding)
Codifferentials and Quasidifferentials of the Expectation of Nonsmooth Random Integrands and Two-Stage Stochastic Programming (M.V. Dolgopolik)
On the Expected Extinction Time for the Adjoint Circuit Chains associated with a Random Walk with Jumps in Random Environments (Ganatsiou)

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書誌ID:

IT00018742

ISBN:

9783031008320 [3031008324]      
9783031030871 [3031030877]