Bayesian gaussian process classification with the EM-EP algorithm
- Author
- KIM, Hyun-Chul1 ; GHAHRAMANI, Zoubin2
[1] Department of Industrial and Management Engineering, Pohang University of Science and Technology, San 31 Hyoja-Dong, Nam-gu, Pohang, 790-784, Korea, Republic of
[2] Department of Engineering, University of Cambridge, Trumpington Street, Cambridge CB2 1PZ, United Kingdom - Source
IEEE transactions on pattern analysis and machine intelligence. 2006, Vol 28, Num 12, pp 1948-1959, 12 p ; ref : 37 ref
- CODEN
- ITPIDJ
- ISSN
- 0162-8828
- Scientific domain
- Control theory, operational research; Computer science
- Publisher
- IEEE Computer Society, Los Alamitos, CA
- Publication country
- United States
- Document type
- Article
- Language
- English
- Author keyword
- Bayesian methods EM-EP algorithm Gaussian process classification expectation propagation kernel methods
- Keyword (fr)
- Algorithme EM Algorithme évolutionniste Analyse forme Analyse statistique Approche probabiliste Classification Estimation Bayes Fonction valeur Intelligence artificielle Localisation Machine exemple support Modélisation Méthode noyau Processus Gauss Validation croisée Multiclasse
- Keyword (en)
- EM algorithm Evolutionary algorithm Pattern analysis Statistical analysis Probabilistic approach Classification Bayes estimation Value function Artificial intelligence Localization Vector support machine Modeling Kernel method Gaussian process Cross validation Multiclass
- Keyword (es)
- Algoritmo EM Algoritmo evoluciónista Análisis forma Análisis estadístico Enfoque probabilista Clasificación Estimación Bayes Función valor Inteligencia artificial Localización Máquina ejemplo soporte Modelización Método núcleo Proceso Gauss Validación cruzada Multiclase
- Classification
- Pascal
- 001 Exact sciences and technology / 001D Applied sciences / 001D02 Computer science; control theory; systems / 001D02C Artificial intelligence
- Discipline
- Computer science : theoretical automation and systems
- Origin
- Inist-CNRS
- Database
- PASCAL
- INIST identifier
- 18271147
Sauf mention contraire ci-dessus, le contenu de cette notice bibliographique peut être utilisé dans le cadre d’une licence CC BY 4.0 Inist-CNRS / Unless otherwise stated above, the content of this bibliographic record may be used under a CC BY 4.0 licence by Inist-CNRS / A menos que se haya señalado antes, el contenido de este registro bibliográfico puede ser utilizado al amparo de una licencia CC BY 4.0 Inist-CNRS
Access to the document
Install on your browser
DOI
10.1109/TPAMI.2006.238 
https://dx.doi.org/10.1109/TPAMI.2006.238
"O:13:\"PanistOpenUrl\":36:{s:10:\"\u0000*\u0000openUrl\";N;s:6:\"\u0000*\u0000idc\";N;s:6:\"\u0000*\u0000fmt\";s:7:\"journal\";s:6:\"\u0000*\u0000doi\";s:22:\"10.1109\/TPAMI.2006.238\";s:6:\"\u0000*\u0000pii\";s:0:\"\";s:7:\"\u0000*\u0000pmid\";s:0:\"\";s:9:\"\u0000*\u0000atitle\";s:65:\"Bayesian gaussian process classification with the EM-EP algorithm\";s:9:\"\u0000*\u0000jtitle\";s:62:\"IEEE transactions on pattern analysis and machine intelligence\";s:9:\"\u0000*\u0000stitle\";s:38:\"IEEE trans. pattern anal. mach. intell\";s:7:\"\u0000*\u0000date\";s:4:\"2006\";s:9:\"\u0000*\u0000volume\";s:2:\"28\";s:8:\"\u0000*\u0000issue\";s:2:\"12\";s:8:\"\u0000*\u0000spage\";s:4:\"1948\";s:8:\"\u0000*\u0000epage\";s:4:\"1959\";s:8:\"\u0000*\u0000pages\";s:0:\"\";s:7:\"\u0000*\u0000issn\";s:9:\"0162-8828\";s:8:\"\u0000*\u0000eissn\";s:0:\"\";s:9:\"\u0000*\u0000aulast\";s:3:\"KIM\";s:10:\"\u0000*\u0000aufirst\";s:9:\"Hyun-Chul\";s:9:\"\u0000*\u0000auinit\";s:0:\"\";s:10:\"\u0000*\u0000auinitm\";s:0:\"\";s:5:\"\u0000*\u0000au\";a:1:{i:0;s:18:\"GHAHRAMANI, Zoubin\";}s:9:\"\u0000*\u0000aucorp\";s:0:\"\";s:7:\"\u0000*\u0000isbn\";s:0:\"\";s:8:\"\u0000*\u0000coden\";s:6:\"ITPIDJ\";s:8:\"\u0000*\u0000genre\";s:7:\"article\";s:7:\"\u0000*\u0000part\";s:0:\"\";s:9:\"\u0000*\u0000btitle\";s:0:\"\";s:8:\"\u0000*\u0000title\";s:65:\"Bayesian gaussian process classification with the EM-EP algorithm\";s:8:\"\u0000*\u0000place\";s:16:\"Los Alamitos, CA\";s:6:\"\u0000*\u0000pub\";s:21:\"IEEE Computer Society\";s:10:\"\u0000*\u0000edition\";s:0:\"\";s:9:\"\u0000*\u0000tpages\";s:2:\"12\";s:9:\"\u0000*\u0000series\";s:0:\"\";s:8:\"\u0000*\u0000proxy\";s:30:\"http:\/\/proxyout.inist.fr:8080\/\";s:12:\"\u0000*\u0000integrite\";b:1;}"
Panist access
"O:12:\"IstexOpenUrl\":35:{s:10:\"\u0000*\u0000openUrl\";N;s:6:\"\u0000*\u0000fmt\";s:7:\"journal\";s:6:\"\u0000*\u0000doi\";s:22:\"10.1109\/TPAMI.2006.238\";s:6:\"\u0000*\u0000pii\";s:0:\"\";s:7:\"\u0000*\u0000pmid\";s:0:\"\";s:9:\"\u0000*\u0000atitle\";s:65:\"Bayesian gaussian process classification with the EM-EP algorithm\";s:9:\"\u0000*\u0000jtitle\";s:62:\"IEEE transactions on pattern analysis and machine intelligence\";s:9:\"\u0000*\u0000stitle\";s:38:\"IEEE trans. pattern anal. mach. intell\";s:7:\"\u0000*\u0000date\";s:4:\"2006\";s:9:\"\u0000*\u0000volume\";s:2:\"28\";s:8:\"\u0000*\u0000issue\";s:2:\"12\";s:8:\"\u0000*\u0000spage\";s:4:\"1948\";s:8:\"\u0000*\u0000epage\";s:4:\"1959\";s:8:\"\u0000*\u0000pages\";s:0:\"\";s:7:\"\u0000*\u0000issn\";s:9:\"0162-8828\";s:8:\"\u0000*\u0000eissn\";s:0:\"\";s:9:\"\u0000*\u0000aulast\";s:3:\"KIM\";s:10:\"\u0000*\u0000aufirst\";s:9:\"Hyun-Chul\";s:9:\"\u0000*\u0000auinit\";s:0:\"\";s:10:\"\u0000*\u0000auinitm\";s:0:\"\";s:5:\"\u0000*\u0000au\";a:1:{i:0;s:18:\"GHAHRAMANI, Zoubin\";}s:9:\"\u0000*\u0000aucorp\";s:0:\"\";s:7:\"\u0000*\u0000isbn\";s:0:\"\";s:8:\"\u0000*\u0000coden\";s:6:\"ITPIDJ\";s:8:\"\u0000*\u0000genre\";s:7:\"article\";s:7:\"\u0000*\u0000part\";s:0:\"\";s:9:\"\u0000*\u0000btitle\";s:0:\"\";s:8:\"\u0000*\u0000title\";s:65:\"Bayesian gaussian process classification with the EM-EP algorithm\";s:8:\"\u0000*\u0000place\";s:16:\"Los Alamitos, CA\";s:6:\"\u0000*\u0000pub\";s:21:\"IEEE Computer Society\";s:10:\"\u0000*\u0000edition\";s:0:\"\";s:9:\"\u0000*\u0000tpages\";s:2:\"12\";s:9:\"\u0000*\u0000series\";s:0:\"\";s:8:\"\u0000*\u0000proxy\";s:30:\"http:\/\/proxyout.inist.fr:8080\/\";s:12:\"\u0000*\u0000integrite\";b:1;}"
Istex access
"O:16:\"UnpaywallOpenUrl\":35:{s:8:\"\u0000*\u0000email\";s:27:\"assistance-portail@inist.fr\";s:6:\"\u0000*\u0000fmt\";N;s:6:\"\u0000*\u0000doi\";s:22:\"10.1109\/TPAMI.2006.238\";s:6:\"\u0000*\u0000pii\";N;s:7:\"\u0000*\u0000pmid\";N;s:9:\"\u0000*\u0000atitle\";N;s:9:\"\u0000*\u0000jtitle\";N;s:9:\"\u0000*\u0000stitle\";N;s:7:\"\u0000*\u0000date\";N;s:9:\"\u0000*\u0000volume\";N;s:8:\"\u0000*\u0000issue\";N;s:8:\"\u0000*\u0000spage\";N;s:8:\"\u0000*\u0000epage\";N;s:8:\"\u0000*\u0000pages\";N;s:7:\"\u0000*\u0000issn\";N;s:8:\"\u0000*\u0000eissn\";N;s:9:\"\u0000*\u0000aulast\";N;s:10:\"\u0000*\u0000aufirst\";N;s:9:\"\u0000*\u0000auinit\";N;s:10:\"\u0000*\u0000auinitm\";N;s:5:\"\u0000*\u0000au\";N;s:9:\"\u0000*\u0000aucorp\";N;s:7:\"\u0000*\u0000isbn\";N;s:8:\"\u0000*\u0000coden\";N;s:8:\"\u0000*\u0000genre\";N;s:7:\"\u0000*\u0000part\";N;s:9:\"\u0000*\u0000btitle\";N;s:8:\"\u0000*\u0000title\";N;s:8:\"\u0000*\u0000place\";N;s:6:\"\u0000*\u0000pub\";N;s:10:\"\u0000*\u0000edition\";N;s:9:\"\u0000*\u0000tpages\";N;s:9:\"\u0000*\u0000series\";N;s:8:\"\u0000*\u0000proxy\";s:30:\"http:\/\/proxyout.inist.fr:8080\/\";s:12:\"\u0000*\u0000integrite\";N;}"
Unpaywall access
"O:16:\"EuropePMCOpenUrl\":35:{s:10:\"\u0000*\u0000openUrl\";N;s:6:\"\u0000*\u0000fmt\";s:7:\"journal\";s:6:\"\u0000*\u0000doi\";s:22:\"10.1109\/TPAMI.2006.238\";s:6:\"\u0000*\u0000pii\";s:0:\"\";s:7:\"\u0000*\u0000pmid\";s:0:\"\";s:9:\"\u0000*\u0000atitle\";s:65:\"Bayesian gaussian process classification with the EM-EP algorithm\";s:9:\"\u0000*\u0000jtitle\";s:62:\"IEEE transactions on pattern analysis and machine intelligence\";s:9:\"\u0000*\u0000stitle\";s:38:\"IEEE trans. pattern anal. mach. intell\";s:7:\"\u0000*\u0000date\";s:4:\"2006\";s:9:\"\u0000*\u0000volume\";s:2:\"28\";s:8:\"\u0000*\u0000issue\";s:2:\"12\";s:8:\"\u0000*\u0000spage\";s:4:\"1948\";s:8:\"\u0000*\u0000epage\";s:4:\"1959\";s:8:\"\u0000*\u0000pages\";s:0:\"\";s:7:\"\u0000*\u0000issn\";s:9:\"0162-8828\";s:8:\"\u0000*\u0000eissn\";s:0:\"\";s:9:\"\u0000*\u0000aulast\";s:3:\"KIM\";s:10:\"\u0000*\u0000aufirst\";s:9:\"Hyun-Chul\";s:9:\"\u0000*\u0000auinit\";s:0:\"\";s:10:\"\u0000*\u0000auinitm\";s:0:\"\";s:5:\"\u0000*\u0000au\";a:1:{i:0;s:18:\"GHAHRAMANI, Zoubin\";}s:9:\"\u0000*\u0000aucorp\";s:0:\"\";s:7:\"\u0000*\u0000isbn\";s:0:\"\";s:8:\"\u0000*\u0000coden\";s:6:\"ITPIDJ\";s:8:\"\u0000*\u0000genre\";s:7:\"article\";s:7:\"\u0000*\u0000part\";s:0:\"\";s:9:\"\u0000*\u0000btitle\";s:0:\"\";s:8:\"\u0000*\u0000title\";s:65:\"Bayesian gaussian process classification with the EM-EP algorithm\";s:8:\"\u0000*\u0000place\";s:16:\"Los Alamitos, CA\";s:6:\"\u0000*\u0000pub\";s:21:\"IEEE Computer Society\";s:10:\"\u0000*\u0000edition\";s:0:\"\";s:9:\"\u0000*\u0000tpages\";s:2:\"12\";s:9:\"\u0000*\u0000series\";s:0:\"\";s:8:\"\u0000*\u0000proxy\";s:30:\"http:\/\/proxyout.inist.fr:8080\/\";s:12:\"\u0000*\u0000integrite\";b:1;}"
Europe PubMed Central access
"O:11:\"BaseOpenUrl\":35:{s:10:\"\u0000*\u0000openUrl\";N;s:6:\"\u0000*\u0000fmt\";s:7:\"journal\";s:6:\"\u0000*\u0000doi\";s:22:\"10.1109\/TPAMI.2006.238\";s:6:\"\u0000*\u0000pii\";s:0:\"\";s:7:\"\u0000*\u0000pmid\";s:0:\"\";s:9:\"\u0000*\u0000atitle\";s:65:\"Bayesian gaussian process classification with the EM-EP algorithm\";s:9:\"\u0000*\u0000jtitle\";s:62:\"IEEE transactions on pattern analysis and machine intelligence\";s:9:\"\u0000*\u0000stitle\";s:38:\"IEEE trans. pattern anal. mach. intell\";s:7:\"\u0000*\u0000date\";s:4:\"2006\";s:9:\"\u0000*\u0000volume\";s:2:\"28\";s:8:\"\u0000*\u0000issue\";s:2:\"12\";s:8:\"\u0000*\u0000spage\";s:4:\"1948\";s:8:\"\u0000*\u0000epage\";s:4:\"1959\";s:8:\"\u0000*\u0000pages\";s:0:\"\";s:7:\"\u0000*\u0000issn\";s:9:\"0162-8828\";s:8:\"\u0000*\u0000eissn\";s:0:\"\";s:9:\"\u0000*\u0000aulast\";s:3:\"KIM\";s:10:\"\u0000*\u0000aufirst\";s:9:\"Hyun-Chul\";s:9:\"\u0000*\u0000auinit\";s:0:\"\";s:10:\"\u0000*\u0000auinitm\";s:0:\"\";s:5:\"\u0000*\u0000au\";a:1:{i:0;s:18:\"GHAHRAMANI, Zoubin\";}s:9:\"\u0000*\u0000aucorp\";s:0:\"\";s:7:\"\u0000*\u0000isbn\";s:0:\"\";s:8:\"\u0000*\u0000coden\";s:6:\"ITPIDJ\";s:8:\"\u0000*\u0000genre\";s:7:\"article\";s:7:\"\u0000*\u0000part\";s:0:\"\";s:9:\"\u0000*\u0000btitle\";s:0:\"\";s:8:\"\u0000*\u0000title\";s:65:\"Bayesian gaussian process classification with the EM-EP algorithm\";s:8:\"\u0000*\u0000place\";s:16:\"Los Alamitos, CA\";s:6:\"\u0000*\u0000pub\";s:21:\"IEEE Computer Society\";s:10:\"\u0000*\u0000edition\";s:0:\"\";s:9:\"\u0000*\u0000tpages\";s:2:\"12\";s:9:\"\u0000*\u0000series\";s:0:\"\";s:8:\"\u0000*\u0000proxy\";s:30:\"http:\/\/proxyout.inist.fr:8080\/\";s:12:\"\u0000*\u0000integrite\";b:1;}"
Base Search access
"O:12:\"ArXivOpenUrl\":35:{s:10:\"\u0000*\u0000openUrl\";N;s:6:\"\u0000*\u0000fmt\";s:7:\"journal\";s:6:\"\u0000*\u0000doi\";s:22:\"10.1109\/TPAMI.2006.238\";s:6:\"\u0000*\u0000pii\";s:0:\"\";s:7:\"\u0000*\u0000pmid\";s:0:\"\";s:9:\"\u0000*\u0000atitle\";s:65:\"Bayesian gaussian process classification with the EM-EP algorithm\";s:9:\"\u0000*\u0000jtitle\";s:62:\"IEEE transactions on pattern analysis and machine intelligence\";s:9:\"\u0000*\u0000stitle\";s:38:\"IEEE trans. pattern anal. mach. intell\";s:7:\"\u0000*\u0000date\";s:4:\"2006\";s:9:\"\u0000*\u0000volume\";s:2:\"28\";s:8:\"\u0000*\u0000issue\";s:2:\"12\";s:8:\"\u0000*\u0000spage\";s:4:\"1948\";s:8:\"\u0000*\u0000epage\";s:4:\"1959\";s:8:\"\u0000*\u0000pages\";s:0:\"\";s:7:\"\u0000*\u0000issn\";s:9:\"0162-8828\";s:8:\"\u0000*\u0000eissn\";s:0:\"\";s:9:\"\u0000*\u0000aulast\";s:3:\"KIM\";s:10:\"\u0000*\u0000aufirst\";s:9:\"Hyun-Chul\";s:9:\"\u0000*\u0000auinit\";s:0:\"\";s:10:\"\u0000*\u0000auinitm\";s:0:\"\";s:5:\"\u0000*\u0000au\";a:1:{i:0;s:18:\"GHAHRAMANI, Zoubin\";}s:9:\"\u0000*\u0000aucorp\";s:0:\"\";s:7:\"\u0000*\u0000isbn\";s:0:\"\";s:8:\"\u0000*\u0000coden\";s:6:\"ITPIDJ\";s:8:\"\u0000*\u0000genre\";s:7:\"article\";s:7:\"\u0000*\u0000part\";s:0:\"\";s:9:\"\u0000*\u0000btitle\";s:0:\"\";s:8:\"\u0000*\u0000title\";s:65:\"Bayesian gaussian process classification with the EM-EP algorithm\";s:8:\"\u0000*\u0000place\";s:16:\"Los Alamitos, CA\";s:6:\"\u0000*\u0000pub\";s:21:\"IEEE Computer Society\";s:10:\"\u0000*\u0000edition\";s:0:\"\";s:9:\"\u0000*\u0000tpages\";s:2:\"12\";s:9:\"\u0000*\u0000series\";s:0:\"\";s:8:\"\u0000*\u0000proxy\";s:30:\"http:\/\/proxyout.inist.fr:8080\/\";s:12:\"\u0000*\u0000integrite\";b:1;}"
arXiv access
