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Cover: 9781108838061 | The Christoffel-Darboux Kernel for Data Analysis | Lasserre (u. a.)
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The Christoffel-Darboux Kernel for Data Analysis
Buch von Jean Bernard Lasserre (u. a.)
Sprache: Englisch

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Beschreibung
This book is the first to give an accessible overview of the Christoffel-Darboux kernel as a novel, powerful, yet simple, tool in statistical data analysis. It offers non-expert, graduate-level readers a rapid and informative introduction to an inter-disciplinary subject, with numerous ramifications and intriguing open questions.
This book is the first to give an accessible overview of the Christoffel-Darboux kernel as a novel, powerful, yet simple, tool in statistical data analysis. It offers non-expert, graduate-level readers a rapid and informative introduction to an inter-disciplinary subject, with numerous ramifications and intriguing open questions.
Über den Autor
Jean Bernard Lasserre is Emeritus Directeur de Recherche at the LAAS-CNRS and the Institute of Mathematics at the Université Fédérale Toulouse Midi-Pyrénées. He is Chair of 'Polynomial Optimization' at the Artificial & Natural Intelligence Toulouse Institute. He has won numerous awards for his contributions to the fields of applied mathematics, control, operations research and probability, including the 2015 John von Neumann Theory prize and the 2015 Khachiyan Prize of the INFORMS Optimization Society, for lifetime achievements in the area of optimization. He is the author and co-author of eight books and about 200 articles in international journals.
Inhaltsverzeichnis
Foreword Francis Bach; Preface; 1. Introduction; Part I. Historical and Theoretical Background: 2. Positive definite kernels and moment problems; 3. Univariate Christoffel-Darboux analysis; 4. Multivariate Christoffel-Darboux analysis; 5. Singular supports; Part II. Statistics and Applications to Data Analysis: 6. Empirical Christoffel-Darboux analysis; 7. Applications and occurrences in data analysis; Part III. Complementary Topics: 8. Further applications; 9. Transforms of Christoffel-Darboux kernels; 10. Spectral characterization and extensions of the Christoffel function; References; Index.
Details
Erscheinungsjahr: 2022
Fachbereich: EDV
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Thema: Lexika
Medium: Buch
ISBN-13: 9781108838061
ISBN-10: 1108838065
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Lasserre, Jean Bernard
Pauwels, Edouard
Putinar, Mihai
Hersteller: Cambridge University Press
Maße: 235 x 157 x 15 mm
Von/Mit: Jean Bernard Lasserre (u. a.)
Erscheinungsdatum: 09.03.2022
Gewicht: 0,431 kg
Artikel-ID: 120951932
Über den Autor
Jean Bernard Lasserre is Emeritus Directeur de Recherche at the LAAS-CNRS and the Institute of Mathematics at the Université Fédérale Toulouse Midi-Pyrénées. He is Chair of 'Polynomial Optimization' at the Artificial & Natural Intelligence Toulouse Institute. He has won numerous awards for his contributions to the fields of applied mathematics, control, operations research and probability, including the 2015 John von Neumann Theory prize and the 2015 Khachiyan Prize of the INFORMS Optimization Society, for lifetime achievements in the area of optimization. He is the author and co-author of eight books and about 200 articles in international journals.
Inhaltsverzeichnis
Foreword Francis Bach; Preface; 1. Introduction; Part I. Historical and Theoretical Background: 2. Positive definite kernels and moment problems; 3. Univariate Christoffel-Darboux analysis; 4. Multivariate Christoffel-Darboux analysis; 5. Singular supports; Part II. Statistics and Applications to Data Analysis: 6. Empirical Christoffel-Darboux analysis; 7. Applications and occurrences in data analysis; Part III. Complementary Topics: 8. Further applications; 9. Transforms of Christoffel-Darboux kernels; 10. Spectral characterization and extensions of the Christoffel function; References; Index.
Details
Erscheinungsjahr: 2022
Fachbereich: EDV
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Thema: Lexika
Medium: Buch
ISBN-13: 9781108838061
ISBN-10: 1108838065
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Lasserre, Jean Bernard
Pauwels, Edouard
Putinar, Mihai
Hersteller: Cambridge University Press
Maße: 235 x 157 x 15 mm
Von/Mit: Jean Bernard Lasserre (u. a.)
Erscheinungsdatum: 09.03.2022
Gewicht: 0,431 kg
Artikel-ID: 120951932
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