PDF-JMLR:WorkshopandConferenceProceedingsvol35:

1. ucsdedu Department of Computer Science and Engineering University of California San Diego 9500 Gilman Drive La Jolla CA 92093 Kaushik Sinha kaushiksinhawichitaedu Department of Electrical Engineering and Computer Science Wichita State University 1845 geurtsulgacbe Gilles Louppe glouppeulgacbe Department of Electrical Engineering and Computer Science GIGAR University of Liege Institut Monte64257ore Sart Tilman B28 B4000 Liege Belgium Editor Olivier Chapelle Yi Chang TieYan Liu Abstract In this pa kiritchenkonrccnrcgcca Institute for Information Technology National Research Council Canada Ottawa Canada Mikhail Jiline mzhilinepiphancom Epiphan Systems Inc Ottawa Canada Editor Saeys et al Abstract Sponsored search is a new application domain for Of64258ine evaluation of the effectiveness of new algorithms in these applications is critical for protecting online user experiences but very challenging due to their partiallabel nature A common practice is to create a simulator which simulates th 1 4223 25th Annual Conference on Learning Theory The Best of Both Worlds Stochastic and Adversarial Bandits ebastien Bubeck SBUBECK PRINCETON EDU Department of Operations Research and Financial Engineering Princeton University Princeton NJ USA Aleksa biggiodieeunicait Dept of Electrical and Electronic Engineering University of Cagliari Piazza dArmi 09123 Cagliari Italy and Blaine Nelson blainenelsonwsiiunituebingende Dept of Mathematics and Natural Sciences EberhardKarlsUniversitat Tubingen Sand berkeleyedu University of California Berkeley Division of Computer Science Peter L Bartlett bartlettcsberkeleyedu Univ of California Berkeley Division of Computer Science Department of Statistics Elad Hazan ehazanietechnionacil Technion Israel Insti neumannunibonnde Universtiy of Bonn Germany Roman Garnett rgarnettunibonnde Universtiy of Bonn Germany Kristian Kersting kristiankerstingcstudortmundde Technical University of Dortmund Germany Editor Cheng Soon Ong and Tu Bao Ho Abstract Exploiting a com Bin Wu wubinbupteducn Bai Wang wangbaibupteducn Chuan Shi shichuanbupteducn Le Yu yulebuptgmailcom Beijing Key Lab of Intelligent Telecommunication Software and Multimedia Beijing University of Posts and Telecommunications Beijing 100876 China Ed 1 SupportedbyNSFgrantIIS-1118028.c 2015W.M.Koolen,M.K.Warmuth&D.Adamskiy. KOOLEN,WARMUTHANDADAMSKIYInput:DirectedgraphG=(V;E)withdesignatedsourceandsinknodes.Eachroundt=1;2;:::TheadversaryrevealsasetA Usman Roshan. CS 675. Comparison of classifiers. Empirical comparison of supervised classifiers – ICML 2006. Do we need hundreds of classifiers – JMLR 2014. Empirical comparison of supervised classifiers – ICML 2006 . LiXuJimmySJ.RenQiongYanYANQIONGSenseTimeGroupLimitedRenjieLiaoRJLIAO ProceedingsoftheInternationalConferenceonMachine,Lille,France,2015.JMLR:W&CPvolume37.Copy-right2015bytheauthor(s). DeepEdge-AwareFi Gueriftheadvantageofkeepingthesamplepointsinasubspaceoftheoriginalspace.Hence,thereduceddescriptionisdirectlyunderstandableanddoesnotrequireanyadditionalinter-pretationwork.Althoughfeatureselectionha