Authors: Zhu, Jun¹ JUNZHU@CS.CMU.EDU, Xing, Eric P.¹ EPXING@CS.CMU.EDU

Superior Title: Journal of Machine Learning Research. 11/1/2009, Vol. 10 Issue 11, p2531-2569. 39p. 1 Diagram, 10 Graphs.

Subject Terms: *MARKOV processes, MAXIMUM entropy method, DISCRIMINATION learning, GRAPHICAL modeling (Statistics), MACHINE learning

Authors: Jun Zhu¹ DCSZJ@MAIL.TSINGHUA.EDU.CN, Ning Chen¹ NINGCHEN@MAIL.TSINGHUA.EDU.CN, Xing, Eric P.² EPXING@CS.CMU.EDU

Superior Title: Journal of Machine Learning Research. 2014, Vol. 15 Issue 5, p1799-1847. 49p. 1 Color Photograph, 4 Diagrams, 2 Charts, 6 Graphs.

Subject Terms: *BAYESIAN analysis, *MATHEMATICAL regularization, *SUPPORT vector machines, *NONPARAMETRIC estimation, *REPRESENTATION theory, *DISTRIBUTION (Probability theory)

Authors: Kolar, Mladen¹ MKOLAR@CHICAGOBOOTH.EDU, Han Liu² HANLIU@PRINCETON.EDU, Xing, Eric P.³ EPXING@CS.CMU.EDU

Superior Title: Journal of Machine Learning Research. 2014, Vol. 15 Issue 5, p1713-1750. 38p. 1 Diagram, 3 Charts, 12 Graphs.

Subject Terms: *UNDIRECTED graphs, *MULTIPLE criteria decision making, *CANONICAL correlation (Statistics), *GENE regulatory networks, *POSITRON emission tomography, *MULTIVARIATE analysis

Authors: Jun Zhu¹ DCSZJ@MAIL.TSINGHUA.EDU.CN, Ahmed, Amr² AMAHMED@CS.CMU.EDU, Xing, Eric P.² EPXING@CS.CMU.EDU, Blei, David

Superior Title: Journal of Machine Learning Research. Aug2012, Vol. 13 Issue 8, p2237-2278. 42p.

Subject Terms: *MATHEMATICAL models, *INFORMATION theory, *MACHINE learning, *LOGICAL prediction, *MAXIMUM likelihood statistics, *DIMENSIONAL analysis

Authors: Martins, André F. T.¹ AFM@CS.CMU.EDU, Smith, Noah A.¹ NASMITH@CS.CMU.EDU, Xing, Eric P.¹ EPXING@CS.CMU.EDU, Aguiar, Pedro M. Q.² AGUIAR@ISR.IST.UTL.PT, Figueiredo, Mário A. T.³ MARIO.FIGUEIREDO@LX.IT.PT

Superior Title: Journal of Machine Learning Research. 4/1/2009, Vol. 10 Issue 4, p935-975. 41p. 5 Graphs.

Subject Terms: *KERNEL functions, *INFORMATION theory, *ENTROPY (Information theory), *PROBABILITY measures, *DISTRIBUTION (Probability theory)

Authors: Kandasamy, Kirthevasan¹ KANDASAMY@EECS.BERKELEY.EDU, Vysyaraju, Karun Raju¹ KVYSYARA@ANDREW.CMU.EDU, Neiswanger, Willie¹ WILLIE@CS.CMU.EDU, Paria, Biswajit¹ BPARIA@CS.CMU.EDU, Collins, Christopher R.¹ CRCOLLINS@CMU.EDU, Schneider, Jeff¹ SCHNEIDE@CS.CMU.EDU, Póczos, Barnabás¹ BAPOCZOS@CS.CMU.EDU, Xing, Eric P.¹ EPXING@CS.CMU.EDU

Superior Title: Journal of Machine Learning Research. 2020, Issue 78-118, p1-27. 27p.

Subject Terms: *DRAGONFLIES, *PYTHON programming language, *STUDENTS, *ALGORITHMS

Authors: Yi Zhou¹ ZHOU.1172@OSU.EDU, Yingbin Liang¹ LIANG.889@OSU.EDU, Yaoliang Yu² YAOLIANG.YU@UWATERLOO.CA, Wei Dai³ WDAI@CS.CMU.EDU, Xing, Eric P.³ EPXING@CS.CMU.EDU

Superior Title: Journal of Machine Learning Research. 2018, Vol. 19 Issue 1-26, p1-32. 32p.

Subject Terms: *COMPUTER workstation clusters, *COMPUTER algorithms, *MACHINE learning, *LIPSCHITZ spaces, *COMMUNICATION

Authors: Al-Shedivat, Maruan¹ ALSHEDIVAT@CS.CMU.EDU, Wilson, Andrew Gordon² ANDREW@CORNELL.EDU, Saatchi, Yunus² SAATCHI@CANTAB.NET, Zhiting Hu¹ ZHITINGH@CS.CMU.EDU, Xing, Eric P.¹ EPXING@CS.CMU.EDU

Superior Title: Journal of Machine Learning Research. 2017, Vol. 18 Issue 64-98, p1-37. 37p.

Subject Terms: *KERNEL functions, *GAUSSIAN processes, *SHORT-term memory, *UNCERTAINTY (Information theory), *MACHINE learning

Authors: Martins, André F. T.^1,2 ATM@PRIBERAM.PT, Figueiredo, Mário A. T.³ MTF@LX.IT.PT, Aguiar, Pedro M. Q.⁴ AGUIAR@ISR.IST.UTL.PT, Smith, Noah A.⁵ NASMITH@CS.CMU.EDU, Xing, Eric P.⁵ EPXING@CS.CMU.EDU

Superior Title: Journal of Machine Learning Research. 2015, Vol. 16, p495-545. 51p.

Subject Terms: *MATHEMATICAL decomposition, *GRAPHICAL modeling (Statistics), *ALGORITHMS, *APPROXIMATION theory, *STOCHASTIC convergence