Probabilistic multiple kernel learning

QA75 Electronic computers. Computer science;QA76 Computer software;Q Science (General)

Damoulas, Theodoros ; Girolami, Mark

University:University of Glasgow

Department:School of Computing Science

关键词: pattern recognition, data integration, information fusion, classification, bayesian inference;   

Others  :  http://theses.gla.ac.uk/1266/1/2009DamoulasPhD.pdf

来源: University of Glasgow

【 摘 要 】

The integration of multiple and possibly heterogeneous information sources for an overall decision-making process has been an open and unresolved research direction in computing science since its very beginning. This thesis attempts to address parts of that direction by proposing probabilistic data integration algorithms for multiclass decisions where an observation of interest is assigned to one of many categories based on a plurality of information channels.