stefan rueping rjkdbwdhxxxxkpostamtcsunidortmundde apologies receive multiple copies message call papers learning multiple views workshop international conference machine learning icml 2005 httpwwwaicsunidortmunddemultiview2005 topic goals workshop multiview learning natural yet nonstandard new problem setting describes problem learning data observations represented multiple independent sets features typical example learning classify web pages either words page words contained anchor texts links page multiview learning methods studied yarowsky 1995 blum mitchell 1998 noticed multiple representations examples improve classification performance addition labeled examples many unlabeled examples available recent result abney 2002 suggests may underlying principle gives rise family new methods disagreement rate two independent hypotheses upperbounds error rate either hypothesis minimizing disagreement rate unlabeled data error rate minimized last 23 years several new supervised unsupervised methods proposed appear utilize consensus maximization principle one way another however many cases contributors full extend aware relationships methods possible common underlying principle workshop aims bringing together researchers working learning problems multiply represented instances consensus maximizing methods goals make intrinsic structure field clearly visible bring interesting area attention additional researchers submission participants submit 6 page paper pdf format following format guidelines main icml conference papers must submitted april 1st via workshop website possible topics include analysis algorithms cotraining coem coemt active semisupervised learning multiview clustering classification novel learning tasks interpretability constraints independence views quantification relevance text web applications hierarchical partitioning spatial spectral clustering theoretical analyses relation fields learning eg boosting consensus maximization principle generative discriminative models important dates apr 1 2005 paper submission deadline apr 22 2005 notification acceptance may 13 2005 final paper deadline aug 11 2005 workshop held organization cochairs stefan rueping university dortmund tobias scheffer humboldt university berlin program committee steven abney university michigan steffen bickel humboldt university ulf brefeld humboldt university sanjoy dasgupta ucsd johannes fuernkranz darmstadt university rayid ghani accenture thomas hofmann brown university thorsten joachims cornell university kristian kersting freiburg university stan matwin university ottawa tom mitchell carnegie mellon university ion muslea sri wed 06 aug 2008 054631 0100 uai cfp icml05 workshop learning multiple views