Bioinformatics : the machine learning approach / / Pierre Baldi, Sren Brunak |
Autore | Baldi Pierre |
Edizione | [2nd ed.] |
Pubbl/distr/stampa | Cambridge, Massachusetts : , : MIT Press, , c2001 |
Descrizione fisica | 1 online resource (477 p.) |
Disciplina | 572.8 |
Altri autori (Persone) | BrunakSren |
Collana | Adaptive computation and machine learning series |
Soggetto topico |
Bioinformatics
Molecular biology - Computer simulation Molecular biology - Mathematical models Neural networks (Computer science) Machine learning Markov processes |
ISBN |
0-262-30740-5
1-282-09608-7 9786612096082 0-262-25570-7 0-585-44466-8 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto |
Contents; Series Foreword; Preface; 1 Introduction; 2 Machine-Learning Foundations: The Probabilistic Framework; 3 Probabilistic Modeling and Inference: Examples; 4 Machine Learning Algorithms; 5 Neural Networks: The Theory; 6 Neural Networks: Applications; 7 Hidden Markov Models: The Theory; 8 Hidden Markov Models: Applications; 9 Probabilistic Graphical Models in Bioinformatics; 10 Probabilistic Models of Evolution: Phylogenetic Trees; 11 Stochastic Grammars and Linguistics; 12 Microarrays and Gene Expression; 13 Internet Resources and Public Databases; A Statistics
B Information Theory, Entropy, and Relative EntropyC Probabilistic Graphical Models; D HMM Technicalities, Scaling, Periodic Architectures, State Functions, and Dirichlet Mixtures; E Gaussian Processes, Kernel Methods, and Support Vector Machines; F Symbols and Abbreviations; References; Index |
Record Nr. | UNINA-9910779823603321 |
Baldi Pierre
![]() |
||
Cambridge, Massachusetts : , : MIT Press, , c2001 | ||
![]() | ||
Lo trovi qui: Univ. Federico II | ||
|
Bioinformatics : the machine learning approach / / Pierre Baldi, Sren Brunak |
Autore | Baldi Pierre |
Edizione | [2nd ed.] |
Pubbl/distr/stampa | Cambridge, Massachusetts : , : MIT Press, , c2001 |
Descrizione fisica | 1 online resource (477 p.) |
Disciplina | 572.8 |
Altri autori (Persone) | BrunakSren |
Collana | Adaptive computation and machine learning series |
Soggetto topico |
Bioinformatics
Molecular biology - Computer simulation Molecular biology - Mathematical models Neural networks (Computer science) Machine learning Markov processes |
ISBN |
0-262-30740-5
1-282-09608-7 9786612096082 0-262-25570-7 0-585-44466-8 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto |
Contents; Series Foreword; Preface; 1 Introduction; 2 Machine-Learning Foundations: The Probabilistic Framework; 3 Probabilistic Modeling and Inference: Examples; 4 Machine Learning Algorithms; 5 Neural Networks: The Theory; 6 Neural Networks: Applications; 7 Hidden Markov Models: The Theory; 8 Hidden Markov Models: Applications; 9 Probabilistic Graphical Models in Bioinformatics; 10 Probabilistic Models of Evolution: Phylogenetic Trees; 11 Stochastic Grammars and Linguistics; 12 Microarrays and Gene Expression; 13 Internet Resources and Public Databases; A Statistics
B Information Theory, Entropy, and Relative EntropyC Probabilistic Graphical Models; D HMM Technicalities, Scaling, Periodic Architectures, State Functions, and Dirichlet Mixtures; E Gaussian Processes, Kernel Methods, and Support Vector Machines; F Symbols and Abbreviations; References; Index |
Record Nr. | UNINA-9910818688803321 |
Baldi Pierre
![]() |
||
Cambridge, Massachusetts : , : MIT Press, , c2001 | ||
![]() | ||
Lo trovi qui: Univ. Federico II | ||
|