基本信息
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职业迁徙
个人简介
Ph.D., Computer Science, Oregon State University, 2001 M.S., Computer Science and Engineering, Technical University of Timisoara (currently "Politehnica" University of Timisoara), Romania, 1995
hair of the KDD-2015 Industry and Government Track. Associate editor and action editor for Special Issues of the Machine Learning journal (Springer). Workshops chair of AAAI 2011. Local chair of ICML 2011. Chair of the MLDAS 2014 and 2015 symposia. Senior Program Committee and Program Committee member of several ICML, KDD, AAAI, ECML, and SIAM Data Mining conferences. Reviewer for various Machine Learning, AI, Pattern Recognition, and Data Mining journals: Journal of Artificial Intelligence Research (JAIR), Journal for Machine Learning Research (JMLR), Machine Learning Journal (MLj), Computational Intelligence, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), IEEE Transactions on Knowledge and Data Engineering (TKDE), Naval Research Logistics: an International Journal (NRL, Wiley), IEEE Transactions on Neural Networks, IEEE Transactions on Systems, Man, and Cybernetics, Applied Intelligence. Recipient of the Outstanding Senior Program Committee member award for AAAI 2014.
Member of:
Upsilon Pi Epsilon, Honor Society in Computing
AAAI - The American Association for Artificial Intelligence
ACM - The Association for Computing Machinery; SIGART and SIGKDD
IEEE - The Institute of Electrical and Electronic Engineers, Inc.; the Computer Society
MAA - The Mathematical Association of America
ASA - The American Statisical Association
Recipient of the "2001 College of Engineering Graduate Research Assistant Award - In Recognition for Outstanding Achievement as a Graduate Research Assistant within the College" (awarded to one Graduate Research Assistant each year), Oregon State University.
Publications
o Tomas Singliar, Dragos Margineantu (2011): Scaling up Inverse Reinforcement Learning through Inducted Feature Construction, Machine Learning (Snowbird) Workshop, Ft. Lauderdale, 2011.
o Stefanie Moret, William Langford, Dragos Margineantu (2006): Learning to Predict Channel Stability using Biogeomorphic Features, Ecological Modelling, Vol. 191, Issue 1, Jan. 2006, pp. 47-57, Elsevier.
o Dragos Margineantu (2005): Active Cost-Sensitive Learning, Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence, IJCAI-05.
o Dragos Margineantu, Michael Drumheller, Roman Fresnedo (2005): Testing Decision Systems with Classification Components, Proceedings of the International Joint Conference on Neural Networks, IJCNN-05.
o Dragos Margineantu (2004): Confidence-based Cost-Sensitive Classification Decisions, Proceedings of the 33rd Symposium on the Interface of Computing Science and Statistics, Baltimore, MD.
研究兴趣
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Machine Learningno. 8 (2023): 2787-2789
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