Biography:Ofer Dekel (researcher)
Ofer Dekel | |
|---|---|
 | |
| Born | Israel |
| Alma mater | Hebrew University of Jerusalem |
| Scientific career | |
| Fields | Machine learning, statistical learning theory, online prediction, optimization, web search, and stochastic optimization |
| Institutions | Microsoft Research University of Washington |
Ofer Dekel is a computer science researcher in the Machine Learning Department of Microsoft Research.[1] He obtained his PhD in Computer Science from the Hebrew University of Jerusalem[2] and is an affiliate faculty at the Computer Science & Engineering department at the University of Washington.[3]
Areas of research
Dekel's research topics include machine learning, online prediction, statistical learning theory, and stochastic optimization.[3] He is currently engaged in the application of machine learning techniques in the development of the Bing search engine.[2]
Bibliography
h-index
(As of September 2013), Ofer Dekel has an h-index of approximately 18,[4][5] above the mean for computer scientists.[6]
Highly cited publications
Below is a select list of publications in descending order of citations
- Crammer, Koby; Dekel, Ofer; Keshet, Joseph; Shalev-shwartz, Shai; Singer, Yoram (2006). "Online Passive-Aggressive Algorithms". Journal of Machine Learning Research 7: 551–585. http://jmlr.org/papers/v7/crammer06a.html. Retrieved 2013-09-12.
- Dekel, Ofer; Manning, Christopher; Singer, Yoram (2003). "Log-Linear Models for Label Ranking". Neural Information Processing Systems. http://www-nlp.stanford.edu/manning/papers/NIPS2003-ranking.pdf. Retrieved 2013-09-12.
- Dekel, Ofer; Keshet, Joseph; Singer, Yoram (2004). "Large margin hierarchical classification". International Conference on Machine Learning. doi:10.1145/1015330.1015374. http://portal.acm.org/ft_gateway.cfm?id=1015374&type=pdf&CFID=29576336&CFTOKEN=51534192. Retrieved 2013-09-12.
{{cite journal
| first1 = Ofer | last1 = Dekel | first2 = Shai | last2 = Shalev-Shwartz | first3 = Yoram | last3 = Singer | doi = 10.1137/060666998 | volume = 37 | issue = 5 | pages = 1342–1372 | title = The forgetron: A kernel-based perceptron on a budget | year = 2008 | journal = SIAM Journal on Computing | citeseerx = 10.1.1.115.568
- Dekel, Ofer; Shamir, Ohad (2009). "Vox populi: Collecting high-quality labels from a crowd". COLT 2009. PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning. http://eprints.pascal-network.org/archive/00005406/. Retrieved 2013-09-16.
- Dekel, Ofer; Fischer, Felix; Procaccia, Ariel D. (December 2010). "Incentive compatible regression learning". Journal of Computer and System Sciences 76 (8): 759–777. doi:10.1016/j.jcss.2010.03.003. https://drops.dagstuhl.de/opus/volltexte/2007/1162/.
- {{cite book
| first1 = Ofer | last1 = Dekel | first2 = Joseph | last2 = Keshet | first3 = Yoram | last3 = Singer | chapter = An online algorithm for hierarchical phoneme classification | year = 2005 | title = Machine Learning for Multimodal Interaction | publisher = Springer | series = Lecture Notes in Computer Science | volume = 3361 | pages = 146–158 | doi = 10.1007/978-3-540-30568-2_13 | isbn = 978-3-540-30568-2 | oclc = 108716892| citeseerx = 10.1.1.108.8522
- Dekel, Ofer; Shamir, Ohad; Xiao, Lin (November 2010). "Learning to classify with missing and corrupted features". Machine learning 81 (2): 149–178. doi:10.1007/s10994-009-5124-8.
- Dekel, Ofer; Gilad-Bachrach, Ran; Shamir, Ohad; Xiao, Lin (January 2012). "Optimal distributed online prediction using mini-batches". Journal of Machine Learning Research (Association for Computing Machinery) 13 (1): 165–202. http://dl.acm.org/citation.cfm?id=2188391. Retrieved 2013-09-16.
See also
References
- ↑ Machine Learning Department. "Machine Learning Department". Redmond, WA, USA: Microsoft Research. http://research.microsoft.com/en-us/groups/mldept/#db819f26-b8df-4d76-8e52-ce365202b0df.
- ↑ 2.0 2.1 "A Tutorial on Modern Learning Theory (course description)". http://courses.cs.washington.edu/courses/cse590z/10sp/dekel.html.
- ↑ 3.0 3.1 "Ofer Dekel | Computer Science & Engineering". Seattle, WA: University of Washington. http://www.cs.washington.edu/node/8360/.
- ↑ "Ofer Dekel - computer science researcher". http://arnetminer.org/person/ofer-dekel-402072.html.
- ↑ ".H-Index.". http://www.academicrecommendationsys.org/arsys.iiu.edu.pk/h-index.php?start=109210.
- ↑ Franceschet, Massimo (2010). "A comparison of bibliometric indicators for computer science scholars and journals on Web of Science and Google Scholar". Scientometrics 83 (1): 243–258. doi:10.1007/s11192-009-0021-2. ISSN 1588-2861. OCLC 4846912. http://sole.dimi.uniud.it/~massimo.franceschet/publications/scientometrics09.pdf. Retrieved 2013-09-20. "For academics with computer science research focus, the average Google Scholar h index is 15.2, while the average h score on Scopus is 7.9 and on Web of Science (cited reference search) is 6.8.".
External links
- Dekel, Ofer (August 30, 2011). "Ofer Dekel's Homepage". Redmond, WA, USA: Microsoft Research. http://research.microsoft.com/en-us/um/people/oferd/.
- "Ofer Dekel's publications hosted at Microsoft Research". Redmond, WA, USA: Microsoft Research. https://research.microsoft.com/apps/dp/search.aspx?q=Ofer+Dekel#p=1&ps=30&so=1&sb=pu&fr=&to=&fd=&td=&rt=&f=&a=&pn=ofer+dekel&pa=&pd=.
- "Ofer Dekel's videos at Microsoft Research". Redmond, WA, USA: Microsoft Research. https://research.microsoft.com/apps/dp/search.aspx?q=Ofer+Dekel#p=1&ps=25&so=1&sb=vi&fr=&to=&fd=&td=&rt=&f=&a=&pn=ofer+dekel&pa=&pd=.
- Dekel, Ofer; Tewari, Ambuj; Arora, Raman. "Online Bandit Learning against an Adaptive Adversary: from Regret to Policy Regret". TechTalks.tv. http://techtalks.tv/talks/online-bandit-learning-against-an-adaptive-adversary-from-regret-to-policy-regret/57412/.
- {{DBLP}} template missing ID and not present in Wikidata.
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