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Advances in data science : women in data science and mathematics (WiSDM) 2023

eBook Springer <editore> 2025

Abstract

This volume features recent advances in data science ranging from algebraic geometry used for existence and uniqueness proofs of low rank approximations for tensor data, to category theory used for natural language processing applications, to approximation and optimization frameworks developed for convergence and robustness guarantees for deep neural networks. [...]
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Description *Advances in data science : women in data science and mathematics (WiSDM) 2023 / Cristina Garcia-Cardona, Harlin Lee editors. - Cham : Springer, 2025. - 1 testo elettronico (xiv, 357 p. : ill.)
ISBN E-Book 9783031878046
Series Association for Women in Mathematics Series , 37
Curatore
Garcia-Cardona, Cristina
Lee, Harlin
Subjects 05C62 - Graph representations (geometric and intersection representations, etc.) [MSC 2020]
15A69 - Multilinear algebra, tensor calculus [MSC 2020]
62-XX - Statistics [MSC 2020]
68P01 - General topics in the theory of data [MSC 2020]
68R10 - Graph theory (including graph drawing) in computer science [MSC 2020]
68R12 - Metric embeddings as related to computational problems and algorithms [MSC 2020]
68Txx - Artificial intelligence [MSC 2020]
Parole chiave Active Learning
Data Analysis
Dimension Reduction
Embedding Eechniques
Feature Learning
Geometric Measures
Geometric Signature of Data
Graph Algorithms
Manifold Learning
Path Metrics
Semi-supervised Learning
Tensor Decomposition
Text Embeddings
Publication place Cham
Publisher Springer <editore>
Publication year 2025
Thesaurus 05C62
15A69
62-XX
68P01
68R10
68R12
68Txx
Artificial intelligence [MSC 2020]
General topics in the theory of data [MSC 2020]
Graph representations (geometric and intersection representations, etc.) [MSC 2020]
Graph theory (including graph drawing) in computer science [MSC 2020]
Metric embeddings as related to computational problems and algorithms [MSC 2020]
Multilinear algebra, tensor calculus [MSC 2020]
Statistics [MSC 2020]