Del 0 - Applied and Numerical Harmonic Analysis

Explorations in the Mathematics of Data Science

The Inaugural Volume of the Center for Approximation and Mathematical Data Analytics

Inbunden, Engelska, 2024

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This edited volume reports on the recent activities of the new Center for Approximation and Mathematical Data Analytics (CAMDA) at Texas A&M University. Chapters are based on talks from CAMDA’s inaugural conference – held in May 2023 – and its seminar series, as well as work performed by members of the Center.

Produktinformation

Utgivningsdatum2024-09-13
Mått155 x 235 x 22 mm
Vikt617 g
FormatInbunden
SpråkEngelska
SerieApplied and Numerical Harmonic Analysis
Antal sidor286
Upplaga2024
FörlagBirkhauser Verlag AG
ISBN9783031664960

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Systemvetenskap och AI inom Data och IT
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Preface.- S-Procedure Relaxation: a Case of Exactness Involving Chebyshev Centers.- Neural networks: deep, shallow, or in between?.- Qualitative neural network approximation over R and C.- Linearly Embedding Sparse Vectors from l2 to l1 via Deterministic Dimension-Reducing Maps.- Ridge Function Machines.- Learning Collective Behaviors from Observation.- Provably Accelerating Ill-Conditioned Low-Rank Estimation via Scaled Gradient Descent, Even with Overparameterization.- CLAIRE: Scalable GPU-Accelerated Algorithms for Diffeomorphic Image Registration in 3D.- A genomic tree based sparse solver.- A qualitative difference between gradient flows of convex functions in finite- and infinite-dimensional Hilbert spaces.