Kernel methods for pattern analysis / / John Shawe-Taylor, Nello Cristianini [[electronic resource]] |
Autore | Shawe-Taylor John |
Pubbl/distr/stampa | Cambridge : , : Cambridge University Press, , 2004 |
Descrizione fisica | 1 online resource (xiv, 462 pages) : digital, PDF file(s) |
Disciplina | 006.3/1 |
Soggetto topico |
Machine learning
Algorithms Kernel functions Pattern perception - Data processing |
ISBN |
1-107-14456-6
1-139-63694-4 1-280-51598-8 9786610515981 0-511-21418-9 0-511-21597-5 0-511-21060-4 0-511-31495-7 0-511-80968-9 0-511-21237-2 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto |
Cover; Half-title; Title; Copyright; Contents; Code fragments; Preface; 1 Pattern analysis; 2 Kernel methods: an overview; 3 Properties of kernels; 4 Detecting stable patterns; 5 Elementary algorithms in feature space; 6 Pattern analysis using eigen-decompositions; 7 Pattern analysis using convex optimisation; 8 Ranking, clustering and data visualisation; 9 Basic kernels and kernel types; 10 Kernels for text; 11 Kernels for structured data: strings, trees, etc.; 12 Kernels from generative models; Appendix A Proofs omitted from the main text; A.1 Proof of McDiarmid's theorem
A.2 Stability of principal components analysisA.3 Proofs of diffusion kernels; Appendix B Notational conventions; B.1 List of symbols; B.2 Notation for Tables; Appendix C List of pattern analysis methods; C.1 Pattern analysis computations; C.2 Pattern analysis algorithms; Appendix D List of kernels; D.1 Kernel definitions and computations; D.2 Kernel algorithms; References; Index |
Record Nr. | UNINA-9910457168903321 |
Shawe-Taylor John
![]() |
||
Cambridge : , : Cambridge University Press, , 2004 | ||
![]() | ||
Lo trovi qui: Univ. Federico II | ||
|
Kernel methods for pattern analysis / / John Shawe-Taylor, Nello Cristianini [[electronic resource]] |
Autore | Shawe-Taylor John |
Pubbl/distr/stampa | Cambridge : , : Cambridge University Press, , 2004 |
Descrizione fisica | 1 online resource (xiv, 462 pages) : digital, PDF file(s) |
Disciplina | 006.3/1 |
Soggetto topico |
Machine learning
Algorithms Kernel functions Pattern perception - Data processing |
ISBN |
1-107-14456-6
1-139-63694-4 1-280-51598-8 9786610515981 0-511-21418-9 0-511-21597-5 0-511-21060-4 0-511-31495-7 0-511-80968-9 0-511-21237-2 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto |
Cover; Half-title; Title; Copyright; Contents; Code fragments; Preface; 1 Pattern analysis; 2 Kernel methods: an overview; 3 Properties of kernels; 4 Detecting stable patterns; 5 Elementary algorithms in feature space; 6 Pattern analysis using eigen-decompositions; 7 Pattern analysis using convex optimisation; 8 Ranking, clustering and data visualisation; 9 Basic kernels and kernel types; 10 Kernels for text; 11 Kernels for structured data: strings, trees, etc.; 12 Kernels from generative models; Appendix A Proofs omitted from the main text; A.1 Proof of McDiarmid's theorem
A.2 Stability of principal components analysisA.3 Proofs of diffusion kernels; Appendix B Notational conventions; B.1 List of symbols; B.2 Notation for Tables; Appendix C List of pattern analysis methods; C.1 Pattern analysis computations; C.2 Pattern analysis algorithms; Appendix D List of kernels; D.1 Kernel definitions and computations; D.2 Kernel algorithms; References; Index |
Record Nr. | UNINA-9910784411103321 |
Shawe-Taylor John
![]() |
||
Cambridge : , : Cambridge University Press, , 2004 | ||
![]() | ||
Lo trovi qui: Univ. Federico II | ||
|
Kernel methods for pattern analysis / / John Shawe-Taylor, Nello Cristianini |
Autore | Shawe-Taylor John |
Edizione | [1st ed.] |
Pubbl/distr/stampa | Cambridge, UK ; ; New York, : Cambridge University Press, 2004 |
Descrizione fisica | 1 online resource (xiv, 462 pages) : digital, PDF file(s) |
Disciplina | 006.3/1 |
Altri autori (Persone) | CristianiniNello |
Soggetto topico |
Machine learning
Algorithms Kernel functions Pattern perception - Data processing |
ISBN |
1-107-14456-6
1-139-63694-4 1-280-51598-8 9786610515981 0-511-21418-9 0-511-21597-5 0-511-21060-4 0-511-31495-7 0-511-80968-9 0-511-21237-2 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto |
Cover; Half-title; Title; Copyright; Contents; Code fragments; Preface; 1 Pattern analysis; 2 Kernel methods: an overview; 3 Properties of kernels; 4 Detecting stable patterns; 5 Elementary algorithms in feature space; 6 Pattern analysis using eigen-decompositions; 7 Pattern analysis using convex optimisation; 8 Ranking, clustering and data visualisation; 9 Basic kernels and kernel types; 10 Kernels for text; 11 Kernels for structured data: strings, trees, etc.; 12 Kernels from generative models; Appendix A Proofs omitted from the main text; A.1 Proof of McDiarmid's theorem
A.2 Stability of principal components analysisA.3 Proofs of diffusion kernels; Appendix B Notational conventions; B.1 List of symbols; B.2 Notation for Tables; Appendix C List of pattern analysis methods; C.1 Pattern analysis computations; C.2 Pattern analysis algorithms; Appendix D List of kernels; D.1 Kernel definitions and computations; D.2 Kernel algorithms; References; Index |
Record Nr. | UNINA-9910825792703321 |
Shawe-Taylor John
![]() |
||
Cambridge, UK ; ; New York, : Cambridge University Press, 2004 | ||
![]() | ||
Lo trovi qui: Univ. Federico II | ||
|
Pattern recognition technologies : getting the picture / / edited by Kimberly Patch, Eric Smalley |
Pubbl/distr/stampa | [Boston] : , : Technology Research News, , 2004 |
Descrizione fisica | 1 online resource (40 pages) : illustrations |
Soggetto topico |
Pattern recognition systems
Pattern perception Pattern perception - Data processing Technology - Research - United States Pattern Recognition, Automated |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910459122103321 |
[Boston] : , : Technology Research News, , 2004 | ||
![]() | ||
Lo trovi qui: Univ. Federico II | ||
|
Pattern recognition technologies : getting the picture / / edited by Kimberly Patch, Eric Smalley |
Pubbl/distr/stampa | [Boston] : , : Technology Research News, , 2004 |
Descrizione fisica | 1 online resource (40 pages) : illustrations |
Soggetto topico |
Pattern recognition systems
Pattern perception Pattern perception - Data processing Technology - Research - United States Pattern Recognition, Automated |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910791894703321 |
[Boston] : , : Technology Research News, , 2004 | ||
![]() | ||
Lo trovi qui: Univ. Federico II | ||
|
Pattern recognition technologies : getting the picture |
Pubbl/distr/stampa | [Boston], : Technology Research News, 2004 |
Descrizione fisica | 1 online resource (40 pages) : illustrations |
Collana | TRN's making the future report |
Soggetto topico |
Pattern recognition systems
Pattern perception Pattern perception - Data processing Technology - Research - United States |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Pattern Recognition Technologies: Getting the Picture -- Recent Key Developments -- Data Net Scan Finds Like-Minded Users -- Software Sorts Tunes -- Word Bursts Reveal Hot Topics -- File Compressor ID's Authors -- Tools Cut Data down to Size -- Software Speeds Gene Comparison -- Software Cross-Sorts Gene Data -- Multimedia Software Sorts Video Soundtracks -- Speech Recognition to Sort Holocaust Tapes -- Image Search Sorts by Content -- Computer vision Vision Chip Shines -- Computer Follows Video Action -- Computers Sort Gender in a Binary World -- Quantum Software Gets the Picture -- Security Text Software Spots Intruders -- Physics Methods May Spot Intruders -- Degree of Difference Sorts Data -- Statistics Sniff out Secrets -- Software Spots Forged Signatures -- Interfaces Interface Gets the Point -- Interface Lets You Point and Speak -- Neural Net Tracks Skin Color -- Language processing Hearing Between the Lines -- PDA Translates Speech -- Software Paraphrases Sentences -- Neural networks Design Enables Large Neural Nets -- Self-Learning Eases Quantum Computing. |
Record Nr. | UNINA-9910807236003321 |
[Boston], : Technology Research News, 2004 | ||
![]() | ||
Lo trovi qui: Univ. Federico II | ||
|