%Aigaion2 BibTeX export from Idiap Publications %Thursday 21 November 2024 12:43:09 PM @ARTICLE{dimitrakakis:neurocomputing:2005, author = {Dimitrakakis, Christos and Bengio, Samy}, projects = {Idiap}, title = {Online Policy Adaptation for Ensemble Classifiers}, journal = {Neurocomputing}, year = {2005}, note = {IDIAP-RR 03-69}, crossref = {dimitrakakis:rr03-69}, abstract = {Ensemble algorithms can improve the performance of a given learning algorithm through the combination of multiple base classifiers into an ensemble. In this paper we attempt to train and combine the base classifiers using an adaptive policy. This policy is learnt through a $Q$-learning inspired technique. Its effectiveness for an essentially supervised task is demonstrated by experimental results on several UCI benchmark databases.}, pdf = {https://publications.idiap.ch/attachments/papers/2005/dimitrakakis-neurocomputing-2005.pdf}, postscript = {ftp://ftp.idiap.ch/pub/papers/2005/dimitrakakis-neurocomputing-2005.ps.gz}, ipdmembership={learning}, } crossreferenced publications: @TECHREPORT{dimitrakakis:rr03-69, author = {Dimitrakakis, Christos and Bengio, Samy}, projects = {Idiap}, title = {Online Policy Adaptation for Ensemble Classifiers}, type = {Idiap-RR}, number = {Idiap-RR-69-2003}, year = {2003}, institution = {IDIAP}, note = {published in Neurocomputing}, pdf = {https://publications.idiap.ch/attachments/reports/2003/dimitrakakis-idiap-rr-03-69.pdf}, postscript = {ftp://ftp.idiap.ch/pub/reports/2003/dimitrakakis-idiap-rr-03-69.ps.gz}, ipdmembership={learning}, }