Explorations in the Mathematics of Data Science : The Inaugural Volume of the Center for Approximation and Mathematical Data Analytics / / edited by Simon Foucart, Stephan Wojtowytsch |
Autore | Foucart Simon |
Edizione | [1st ed. 2024.] |
Pubbl/distr/stampa | Cham : , : Springer Nature Switzerland : , : Imprint : Birkhäuser, , 2024 |
Descrizione fisica | 1 online resource (0 pages) |
Disciplina | 511.4 |
Altri autori (Persone) | WojtowytschStephan |
Collana | Applied and Numerical Harmonic Analysis |
Soggetto topico |
Approximation theory
Computer science - Mathematics Information visualization Quantitative research Data structures (Computer science) Information theory Approximations and Expansions Mathematical Applications in Computer Science Data and Information Visualization Data Analysis and Big Data Data Structures and Information Theory |
ISBN | 3-031-66497-3 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | 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. |
Record Nr. | UNINA-9910887887103321 |
Foucart Simon | ||
Cham : , : Springer Nature Switzerland : , : Imprint : Birkhäuser, , 2024 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
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A Mathematical Introduction to Compressive Sensing / / by Simon Foucart, Holger Rauhut |
Autore | Foucart Simon |
Edizione | [1st ed. 2013.] |
Pubbl/distr/stampa | New York, NY : , : Springer New York : , : Imprint : Birkhäuser, , 2013 |
Descrizione fisica | 1 online resource (634 p.) |
Disciplina | 621.3822 |
Collana | Applied and Numerical Harmonic Analysis |
Soggetto topico |
Computer science - Mathematics
Signal processing Image processing Speech processing systems Computer science—Mathematics Electrical engineering Functional analysis Computational Science and Engineering Signal, Image and Speech Processing Math Applications in Computer Science Communications Engineering, Networks Functional Analysis |
ISBN | 0-8176-4948-4 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | 1 An Invitation to Compressive Sensing -- 2 Sparse Solutions of Underdetermined Systems -- 3 Basic Algorithms -- 4 Basis Pursuit -- 5 Coherence -- 6 Restricted Isometry Property -- 7 Basic Tools from Probability Theory -- 8 Advanced Tools from Probability Theory -- 9 Sparse Recovery with Random Matrices -- 10 Gelfand Widths of l1-Balls -- 11 Instance Optimality and Quotient Property -- 12 Random Sampling in Bounded Orthonormal Systems -- 13 Lossless Expanders in Compressive Sensing -- 14 Recovery of Random Signals using Deterministic Matrices -- 15 Algorithms for l1-Minimization -- Appendix A Matrix Analysis -- Appendix B Convex Analysis -- Appendix C Miscellanea -- List of Symbols -- References. |
Record Nr. | UNINA-9910438034003321 |
Foucart Simon | ||
New York, NY : , : Springer New York : , : Imprint : Birkhäuser, , 2013 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
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