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Deep Learning Architectures [[electronic resource] ] : A Mathematical Approach / / by Ovidiu Calin
Deep Learning Architectures [[electronic resource] ] : A Mathematical Approach / / by Ovidiu Calin
Autore Calin Ovidiu
Edizione [1st ed. 2020.]
Pubbl/distr/stampa Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020
Descrizione fisica 1 online resource (XXX, 760 p. 213 illus., 35 illus. in color.)
Disciplina 006.31
Collana Springer Series in the Data Sciences
Soggetto topico Computer science—Mathematics
Computer mathematics
Machine learning
Mathematical Applications in Computer Science
Machine Learning
ISBN 3-030-36721-5
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Introductory Problems -- Activation Functions -- Cost Functions -- Finding Minima Algorithms -- Abstract Neurons -- Neural Networks -- Approximation Theorems -- Learning with One-dimensional Inputs -- Universal Approximators -- Exact Learning -- Information Representation -- Information Capacity Assessment -- Output Manifolds -- Neuromanifolds -- Pooling -- Convolutional Networks -- Recurrent Neural Networks -- Classification -- Generative Models -- Stochastic Networks -- Hints and Solutions. .
Record Nr. UNINA-9910484905703321
Calin Ovidiu  
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Deep Learning Architectures [[electronic resource] ] : A Mathematical Approach / / by Ovidiu Calin
Deep Learning Architectures [[electronic resource] ] : A Mathematical Approach / / by Ovidiu Calin
Autore Calin Ovidiu
Edizione [1st ed. 2020.]
Pubbl/distr/stampa Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020
Descrizione fisica 1 online resource (XXX, 760 p. 213 illus., 35 illus. in color.)
Disciplina 006.31
Collana Springer Series in the Data Sciences
Soggetto topico Computer science—Mathematics
Computer mathematics
Machine learning
Mathematical Applications in Computer Science
Machine Learning
ISBN 3-030-36721-5
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Introductory Problems -- Activation Functions -- Cost Functions -- Finding Minima Algorithms -- Abstract Neurons -- Neural Networks -- Approximation Theorems -- Learning with One-dimensional Inputs -- Universal Approximators -- Exact Learning -- Information Representation -- Information Capacity Assessment -- Output Manifolds -- Neuromanifolds -- Pooling -- Convolutional Networks -- Recurrent Neural Networks -- Classification -- Generative Models -- Stochastic Networks -- Hints and Solutions. .
Record Nr. UNISA-996418272403316
Calin Ovidiu  
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020
Materiale a stampa
Lo trovi qui: Univ. di Salerno
Opac: Controlla la disponibilità qui
Geometric Modeling in Probability and Statistics [[electronic resource] /] / by Ovidiu Calin, Constantin Udrişte
Geometric Modeling in Probability and Statistics [[electronic resource] /] / by Ovidiu Calin, Constantin Udrişte
Autore Calin Ovidiu
Edizione [1st ed. 2014.]
Pubbl/distr/stampa Cham : , : Springer International Publishing : , : Imprint : Springer, , 2014
Descrizione fisica 1 online resource (XXIII, 375 p. 22 illus., 3 illus. in color.)
Disciplina 519.5
Soggetto topico Probabilities
Geometry
Statistics 
Probability Theory and Stochastic Processes
Statistical Theory and Methods
Soggetto genere / forma Electronic books.
ISBN 3-319-07779-1
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Part I: The Geometry of Statistical Models -- Statistical Models -- Explicit Examples -- Entropy on Statistical Models -- Kullback–Leibler Relative Entropy -- Informational Energy -- Maximum Entropy Distributions -- Part II: Statistical Manifolds -- An Introduction to Manifolds -- Dualistic Structure -- Dual Volume Elements -- Dual Laplacians -- Contrast Functions Geometry -- Contrast Functions on Statistical Models -- Statistical Submanifolds -- Appendix A: Information Geometry Calculator.
Record Nr. UNINA-9910299979403321
Calin Ovidiu  
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2014
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Geometric modeling in probability and statistics / Ovidiu Calin, Constantin Udrişte
Geometric modeling in probability and statistics / Ovidiu Calin, Constantin Udrişte
Autore Calin, Ovidiu
Edizione [Cham : Springer, 2014]
Pubbl/distr/stampa XXIII, 375 p., : ill. ; 24 cm
Descrizione fisica Pubblicazione in formato elettronico
Altri autori (Persone) Udrişte, Constantin
Soggetto topico 60Dxx - Geometric probability and stochastic geometry [MSC 2020]
62B10 - Statistical aspects of information-theoretic topics [MSC 2020]
53C21 - Methods of global Riemannian geometry, including PDE methods; curvature restrictions [MSC 2020]
53B20 - Local Riemannian geometry [MSC 2020]
53C22 - Geodesics in global differential geometry [MSC 2020]
ISBN 8-3-319-07778-9
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNICAMPANIA-SUN0103820
Calin, Ovidiu  
XXIII, 375 p., : ill. ; 24 cm
Materiale a stampa
Lo trovi qui: Univ. Vanvitelli
Opac: Controlla la disponibilità qui
Geometric modeling in probability and statistics / Ovidiu Calin, Constantin Udrişte
Geometric modeling in probability and statistics / Ovidiu Calin, Constantin Udrişte
Autore Calin, Ovidiu
Edizione [Cham : Springer, 2014]
Pubbl/distr/stampa XXIII, 375 p., : ill. ; 24 cm
Descrizione fisica Pubblicazione in formato elettronico
Altri autori (Persone) Udrişte, Constantin
Soggetto topico 60Dxx - Geometric probability and stochastic geometry [MSC 2020]
62B10 - Statistical aspects of information-theoretic topics [MSC 2020]
53C21 - Methods of global Riemannian geometry, including PDE methods; curvature restrictions [MSC 2020]
53B20 - Local Riemannian geometry [MSC 2020]
53C22 - Geodesics in global differential geometry [MSC 2020]
ISBN 8-3-319-07778-9
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNICAMPANIA-VAN0103820
Calin, Ovidiu  
XXIII, 375 p., : ill. ; 24 cm
Materiale a stampa
Lo trovi qui: Univ. Vanvitelli
Opac: Controlla la disponibilità qui
Sub-Riemannian geometry : general theory and examples / Ovidiu Calin, Der-chen Chang
Sub-Riemannian geometry : general theory and examples / Ovidiu Calin, Der-chen Chang
Autore Calin, Ovidiu
Pubbl/distr/stampa Cambridge ; New York : Cambridge University Press, 2009
Descrizione fisica xiii, 370 p. : ill. ; 24 cm
Disciplina 516.373
Altri autori (Persone) Chang, Der-chenauthor
Collana Encyclopedia of mathematics and its applications ; 126
Soggetto topico Geometry, Riemannian
Riemannian manifolds
Geodesics (Mathematics)
Submanifolds
ISBN 9780521897303
0521897300
Classificazione AMS 53C17
AMS 37L
AMS 49J
AMS 49L
LC QA649.C27
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNISALENTO-b13841671
Calin, Ovidiu  
Cambridge ; New York : Cambridge University Press, 2009
Materiale a stampa
Lo trovi qui: Univ. del Salento
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