@InProceedings{Sti19, author = {Stirn, A. and Jebara, T. and Knowles, D.}, title = {A new distribution on the simplex with auto-encoding applications}, booktitle = {Neural Information Processing Systems (NeurIPS)}, year = {2019} }
@InProceedings{Ela19, author = {Elahi, E. and Wang, W. and Ray, D. and Fenton, A. and Jebara, T.}, title = {Variational low rank multinomials for collaborative filtering with side-information}, booktitle = {The ACM Conference Series on Recommender Systems (RecSys)}, year = {2019} }
@InProceedings{Tan19, author = {Tang, D. and Liang, D. and Jebara, T. and Ruozzi, N.}, title = {Correlated variational auto-encoders}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019} }
@InProceedings{Vla19, author = {Vlassis, N. and Bibaut, A. and Dimakopoulou, M. and Jebara, T.}, title = {On the design of estimators for bandit off-policy evaluation}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019} }
@InProceedings{Xu19, author = {Xu, J. and Tang, D. and Jebara, T.}, title = {Active multitask learning with committees}, booktitle = {Adaptive and Multi-Task Learning Workshop at the International Conference on Machine Learning (ICML)}, year = {2019} }
@Article{Yan19, author = {Yan, Y. and Jebara, T. and Abernathy, R. and Goes, J. and Gomes, H.}, title = {Robust learning algorithms for capturing oceanic dynamics and transport of noctiluca blooms using linear dynamical models}, journal = {PLOS ONE}, volume = {14}, number = {6}, month = {June}, year = {2019} }
@TechReport{Hub19, author = {Hubbard, D. and Rostykus, B. and Raimond, Y. and Jebara, T.}, title = {Beta survival models}, institute = {arXiv:1905.03818}, year = {2019} }
@TechReport{Tan19b, author = {Tang, D. and Liang, D. and Ruozzi, and Jebara, T.}, title = {Learning correlated latent representations with adaptive priors}, institute = {arXiv:1906.06419}, year = {2019} }
@InProceedings{Dim19, author = {Dimakopoulou, M. and Vlassis, N. and Jebara, T.}, title = {Marginal posterior sampling for slate bandits}, booktitle = { International Joint Conference on Artificial Intelligence (IJCAI)}, year = {2019} }
@InProceedings{Tan18, author = {Tang, D. and Li, X. and Gao, J. and Wang, C. and Li, L. and Jebara, T.}, title = {Subgoal Discovery for Hierarchical Dialogue Policy Learning}, booktitle = "Conference on Empirical Methods in Natural Language Processing (EMNLP)", year = {2018} }
@Book{Ara18,
author = {Aravkin, A. and Choromanska, A. and Deng, L. and Heigold, G. and Jebara, T. and Kanevsky, D. and Wright, S.},
title = {Log-Linear Models, Extensions, and Applications},
publisher = {MIT Press},
isbn = {9780262039505},
year = {2018}
}
@TechReport{Jeb18,
author = {Jebara, T.},
title = {A refinement of Bennett's inequality with applications to portfolio optimization},
institute = {arXiv:1804.05454},
year = {2018} }
@TechReport{Jeb18,
author = {Stirn, A. and Jebara, T.},
title = {Thompson sampling for noncompliant bandits},
institute = {arXiv:1812.00856},
year = {2018} }
@TechReport{Kar18,
author = {Karamanolakis, G. and Cherian, K. and Narayan, A. and Yuan, J. and Tang, D. and Jebara, T.},
title = {Item recommendation with variational autoencoders and heterogenous priors},
booktitle = {3rd Workshop on Deep Learning for Recommender Systems (DLRS 2018)},
institute = {arXiv:1807.06651},
year = {2018} }
@InProceedings{Lia18, author = {Liang, D. and Krishnan, R. and Hoffman, M. and Jebara, T.}, title = {Variational Autoencoders for Collaborative Filtering}, booktitle = "International World Wide Web Conference (WWW)", year = {2018} }
@TechReport{Car17,
author = {Carrillo-Reid, L. and Han, S. and Taralova, E. and Jebara, T. and Yuste, R.},
title = {Identification and targeting of cortical ensembles},
institute = {bioRxiv 226514},
year = {2017} }
@InProceedings{Zim17, author = {Zimmeck, S. and Li, J. and Kim, H. and Bellovin, S. and Jebara, T.}, title = {A Privacy analysis of cross-device tracking}, booktitle = "26th USENIX Security Symposium USENIX", year = {2017} }
@InProceedings{Tan17, author = {Tang, D. and Jebara, T.}, title = {Initialization and coordinate optimization for multi-way matching}, booktitle = "Twentieth International Conference on Artificial Intelligence and Statistics (AISTATS)", year = {2017} }
@InProceedings{Gid17, author = {Gidel, G. and Lacoste-Julien, S. and Jebara, T.}, title = {Frank-{Wolfe} algorithms for saddle point problems}, booktitle = "Twentieth International Conference on Artificial Intelligence and Statistics (AISTATS)", year = {2017} }
@InProceedings{Cho16, author = {Choromanska, A. and Choromanski, K. and Bojarski, M. and Jebara, T. and Kumar, S. and LeCun, Y.}, title = {Binary embeddings with structured hashed projections}, booktitle = "International Conference on Machine Learning (ICML)", year = {2016} }
@InProceedings{Su16, author = {Su, F.-H. and Bell, J. and Harvey, K.
and Sethumadhavan, S. and Kaiser, G. and Jebara, T.}, title = {Code
relatives: Detecting similarly behaving software}, booktitle = "International Symposium on the Foundations of Software Engineering (FSE)", year = {2016} }
@InProceedings{Tan16, author = {Tang, K. and Ruozzi, N. and Belanger, D. and Jebara, T.}, title = {Bethe learning of graphical models via {MAP} decoding}, booktitle = "Nineteenth International Conference on Artificial Intelligence and Statistics (AISTATS)", year = {2016} }
@InProceedings{Kap15, author = {Kapicioglu, B. and Rosenberg, D. and Schapire, R. and Jebara, T.}, title = {Collaborative Place Models}, booktitle = "International Joint Conferences on Artificial Intelligence (IJCAI)", year = {2015} }
@TechReport{ChoJeb15,
author = {Choromanski, K. and Jebara, T.},
title = {Coloring tournaments with forbidden substructures},
institute = {arXiv:1504.01119},
year = {2015}
}
@TechReport{TanEtAl15,
author = {Weller, A. and Jebara, T.},
title = {Bethe learning of conditional random fields via {MAP} decoding},
institute = {arXiv:1503.01228},
year = {2015}
}
@InProceedings{WelJeb14b, author = {Weller, A. and Jebara, T.}, title = {Clamping Variables and Approximate Inference}, booktitle = "Neural Information Processing Systems (NIPS)", year = {2014} }
@InProceedings{RuoJeb14, author = {Ruozzi, N. and Jebara, T.}, title = {Making Pairwise Binary Graphical Models Attractive}, booktitle = "Neural Information Processing Systems (NIPS)", year = {2014} }
@InProceedings{WelJeb14,
author = {Weller, A. and Jebara, T.},
title = {Approximating the {Bethe} Partition Function},
booktitle = "Uncertainty in Artificial Intelligence (UAI)",
year = {2014}
}
@InProceedings{WelTanSonJeb14,
author = {Weller, A. and Tang, K. and Sontag, D. and Jebara, T.},
title = {Understanding the {Bethe} Approximation: When and How can it go Wrong?},
booktitle = "Uncertainty in Artificial Intelligence (UAI)",
year = {2014}
}
@Article{Bel14,
author = {Bellovin, S.M. and Hutchins, R.M. and Jebara, T. and Zimmeck, S.},
title = {When Enough is Enough: Location Tracking, Mosaic Theory and Machine Learning},
journal = {New York University Journal of Law and Liberty},
volume = {8},
number = {556},
year = {2014}
}
@InProceedings{Ara14,
author = {Aravkin, A. and Choromanska, A. and Jebara, T. and Kanevsky, D.},
title = {Semistochastic Quadratic Bound Methods},
booktitle = "Second International Conference on Learning Representations, (ICLR), Workshop Proceedings",
year = {2014}
}
@InProceedings{Kap14,
author = {Kapicioglu, B. and Rosenberg, D. and Schapire, R. and Jebara, T.},
title = {Collaborative Ranking for Local Preferences},
booktitle = "Seventeenth International Conference on Artificial Intelligence and Statistics (AISTATS)",
year = {2014}
}
@InProceedings{ChoJebTan13,
author = {Choromanski, K. and Jebara, T. and Tang, K.},
title = {Adaptive Anonymity via b-Matching},
booktitle = "Neural Information Processing Systems",
year = {2013}
}
@InProceedings{MerEtAl13,
author = {Merel, J. and Fox, R. and Jebara, T. and Paninski, L.},
title = {A Multi-Agent Control Framework for Co-Adaptation in Brain-Computer Interfaces},
booktitle = "Neural Information Processing Systems",
year = {2013}
}
@inproceedings{TanWelJeb13,
author = {Tang, K. and
Weller, A. and
Jebara, T.},
title = {Network Ranking with {B}ethe Pseudomarginals},
booktitle = {NIPS Workshop on Discrete Optimization in Machine Learning},
month = {December},
year = {2013}
}
@InProceedings{ChoEtAl13,
author = {Choromanska, A. and Kim, H. and Jebara, T. and Mohan, M. and Monteleoni, C.},
title = {Fast spectral clustering via the {Nystr\"{o}m} method},
booktitle = "Algorithmic Learning Theory",
year = {2013}
}
@InProceedings{WelJeb13b,
author = {Weller, A. and Jebara, T.},
title = {On {MAP} Inference by {MWSS} on Perfect Graphs},
booktitle = "Twenty Ninth Conference on Uncertainty in Artificial Intelligence (UAI)",
year = {2013}
}
@InProceedings{YuEtAl13,
author = {Yu, F.X. and Liu, D. and Kumar, S. and Jebara, T. and Chang, S.F.},
title = {$\propto$SVM for Learning with Label Proportions},
booktitle = "International Conference on Machine Learning",
year = {2013}
}
@InProceedings{BelEtAl13,
author = {Bellovin, S. and Hutchins, R. and Jebara, T. and Zimmeck, S.},
title = {When Enough is Enough: Location Tracking, Mosaic Theory and Machine Learning},
booktitle = "Privacy Law Scholars Conference",
year = {2013}
}
@InProceedings{WelJeb13,
author = {Weller, A. and Jebara, T.},
title = {Bethe Bounds and Approximating the Global Optimum},
booktitle = "Sixteenth International Conference on Artificial Intelligence and Statistics",
year = {2013}
}
@Article{WanJebCha13,
author = {Wang, J. and Jebara, T. and Chang, S.F.},
title = {Semi-Supervised Learning Using Greedy Max-Cut},
journal = {Journal of Machine Learning Research},
volume = {14},
pages = {771--800},
year = {2013}
}
@TechReport{WelJeb12,
author = {Weller, A. and Jebara, T.},
title = {Bethe Bounds and Approximating the Global Optimum},
institute = {arXiv:1301.0015},
year = {2012}
}
@InProceedings{JebCho12,
author = {Jebara, T. and Choromanska, A.},
title = {Majorization for {CRFs} and Latent Likelihoods},
booktitle = {Neural Information Processing Systems},
year = {2012}
}
@InBook{Jeb14,
author = {Jebara, T.},
title = {Tractability: Practical Approaches to Hard Problems},
chapter = {Perfect graphs and graphical modeling},
editor = {Bordeaux, L. and Hamadi, Y. and Kohli, P.},
publisher = {Cambridge Press},
year = {2014}
}
@InProceedings{ShaHuaJeb11,
author = {Shaw, B. and Huang, B. and Jebara, T.},
title = {Learning a Distance Metric from a Network},
booktitle = {Neural Information Processing Systems},
year = {2011}
}
@InProceedings{ShiJeb11,
author = {Shivaswamy, P. and Jebara, T.},
title = {Variance Penalizing {AdaBoost}},
booktitle = {Neural Information Processing Systems},
year = {2011}
}
@InProceedings{HuaShaJeb11,
author = {Huang, B. and Shaw, B. and Jebara, T.},
title = {Learning a Degree-Augmented Distance Metric from a Network},
booktitle = {Beyond {Mahalanobis}: Supervised Large-Scale Learning of Similarity Workshop, Neural Information Processing Systems (NIPS)},
year = {2011}
}
@InProceedings{SonStoJeb11,
author = "Song, Y. and Stolfo, S. and Jebara, T.",
title = "Behavior-Based Network Traffic Synthesis",
booktitle = "IEEE International Conference on Technologies for Homeland Security",
year = "2011"}
@TechReport{SonStoJeb11b,
author = "Song, Y. and Stolfo, S. and Jebara, T.",
title = {Markov Models for Network-Behavior Modeling and Anonymization},
institute = {Columbia University, Computer Science CUCS-029-11},
year = {2009}
}
@InProceedings{KapRosSch11,
author = "Kapicioglu, B. and Rosenberg, D. and Schapire, R. and Jebara, T.",
title = "Place Recommendation with Implicit Spatial Feedback",
booktitle = "New York Academy of Sciences, Machine Learning Symposium",
year = "2011"}
@InProceedings{MogJebSch11,
author = "Moghadam, A. and Jebara, T. and Schulzrinne, H.",
title = "A Markov Routing Algorithm for Mobile {DTNs} based on Spatio-Temporal Modeling of Human Movement Data",
booktitle = "Fourteenth ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM)",
year = "2011"}
@InProceedings{HuaJeb11,
author = "Huang, B. and Jebara, T.",
title = "Fast b-matching via Sufficient Selection Belief Propagation",
booktitle = "Fourteenth International Conference on Artificial Intelligence and Statistics",
year = "2011"}
@Article{JebJMLR11,
author = {Jebara, T.},
title = {Multitask Sparsity via Maximum Entropy Discrimination},
journal = {Journal of Machine Learning Research},
volume = {12},
pages = {75--110},
year = {2011}
}
@InProceedings{ShiJebECML2010,
author = "Shivaswamy, P. and Jebara, T.",
title = "Laplacian Spectrum Learning",
booktitle = "European Conference on Machine Learning",
year = "2010"}
@InProceedings{ShiJeb10,
author = "Shivaswamy, P. and Jebara, T.",
title = "Empirical Bernstein Boosting",
Booktitle = {Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS) 2010},
Editor = {Teh, Y.W. and Titterington, M.},
Volume = {Volume 9 of JMLR: W\&CP},
Month = {May 13-15},
Pages = {733-740},
Year = {2010}
}
@InProceedings{HuaJeb10,
author = "Huang, B. and Jebara, T.",
title = "Collaborative Filtering via Rating Concentration",
Booktitle = {Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS) 2010},
Editor = {Teh, Y.W. and Titterington, M.},
Volume = {Volume 9 of JMLR: W\&CP},
Month = {May 13-15},
Pages = {334-341},
Year = {2010}
}
@InProceedings{Jeb10,
author = {Jebara, T.},
title = {Graphical Modeling and Inference with Perfect Graphs},
booktitle = {The Learning Workshop},
year = {2010}
}
@Article{ShiJebJMLR10,
author = {Shivaswamy, P. and Jebara, T.},
title = {Maximum Relative Margin and Data-Dependent Regularization},
journal = {Journal of Machine Learning Research},
volume = {11},
pages = {747--788},
year = {2010}
}
@InProceedings{Jeb09,
author = {Jebara, T.},
title = {MAP Estimation, Message Passing, and Perfect Graphs},
booktitle = {Uncertainty in Artificial Intelligence},
year = {2009}
}
@TechReport{HuaJeb09,
author = {Huang, B. and Jebara, T.},
title = {Approximating the Permanent with Belief Propagation},
institute = {arXiv:0908.1769},
year = {2009}
}
@InProceedings{ShaJeb09,
author = {Shaw, B. and Jebara, T.},
title = {Structure Preserving Embedding},
booktitle = {International Conference on Machine Learning},
year = {2009}
}
@InProceedings{JebWanCha09,
author = {Jebara, T. and Wang, J. and Chang, S.F.},
title = {Graph Construction and b-Matching for Semi-Supervised Learning},
booktitle = {International Conference on Machine Learning},
year = {2009}
}
@InProceedings{HuaJebICML09,
author = {Huang, B. and Jebara, T.},
title = {Exact Graph Structure Estimation with Degree Priors},
booktitle = {International Conference on Machine Learning and Applications},
year = {2009}
}
@InProceedings{ShiJebICML09,
author = {Shivaswamy, P. and Jebara, T.},
title = {Structured Prediction with Relative Margin},
booktitle = {International Conference on Machine Learning and Applications},
year = {2009}
}
@InProceedings{HowJebICML09,
author = {Howard, A. and Jebara, T.},
title = {Transformation Learning Via Kernel Alignment},
booktitle = {International Conference on Machine Learning and Applications},
year = {2009}
}
@InProceedings{WelEllJebICML09,
author = {Weller, A. and Ellis, D. and Jebara, T.},
title = {Structured Prediction Models for Chord Transcription of Music Audio},
booktitle = {International Conference on Machine Learning and Applications},
year = {2009}
}
@Article{HowJebJMLR09,
author = {Howard, A. and Jebara, T.},
title = {Large Margin Transformation Learning},
journal = {Journal of Machine Learning Research (To Appear)},
year = {2009}
}
@Article{Laz09,
author = {Lazer, D. and Pentland, A. and Adamic, L. and Aral, S. and Barabasi, A.-L. and Brewer, D. and Christakis, N. and Contractor, N. and Fowler, J. and Gutmann, M. and Jebara, T. and King, G. and Macy, M. and Roy, D. and Van Alstyne, M.},
title = {Computational Social Science},
volume = {323},
number = {5915},
journal = {Science},
month = {6 February},
year = {2009},
pages = {721-723}
}
@Article{Lim09,
author = {Lima, C. and Lall, U. and Jebara, T. and Barnston, A.G.},
title = {Statistical Prediction of ENSO from Subsurface Sea
Temperature Using a Nonlinear Dimensionality Reduction},
volume = {22},
number = {17},
journal = {Journal of Climate},
month = {1 September},
year = {2009},
pages = {4501-4519}
}
@InProceedings{ShaJebNYAS09,
author = {Shaw, B. and Jebara, T.},
title = {Dimensionality Reduction, Clustering, and PlaceRank Applied to Spatiotemporal Flow Data},
booktitle = {New York Academy of Sciences - Machine Learning Symposium},
year = {2009}
}
@InProceedings{LoeJeb09,
author = {Loecher, M. and Jebara, T.},
title = {{CitySense}: Multiscale Space Time Clustering of GPS Points and Trajectories},
booktitle = {Proceedings of the Joint Statistical Meeting},
year = {2009}
}
@InProceedings{ShiJeb08,
author = {Shivaswamy, P. and Jebara, T.},
title = {Relative Margin Machines},
booktitle = {Neural Information Processing Systems},
year = {2008}
}
@InProceedings{HuaJeb08,
author = {Huang, B. and Jebara, T.},
title = {Maximum Likelihood Graph Structure Estimation with Degree Distributions},
booktitle = {Analyzing Graphs: Theory and Applications, NIPS Workshop},
year = {2008}
}
@InProceedings{ShaJeb08,
author = {Shaw, B. and Jebara, T.},
title = {Visualizing Graphs with Structure Preserving Embedding},
booktitle = {Analyzing Graphs: Theory and Applications, NIPS Workshop},
year = {2008}
}
@InProceedings{JiaChaJebLou08,
author = {Jiang, W. and Chang, S.F. and Jebara, T. and Loui, A.C.},
title = {Semantic Concept Classification by Joint Semi-Supervised Learning of Feature Subspaces and Support Vector Machines},
booktitle = {European Conference on Computer Vision},
year = {2008}
}
@InProceedings{Jeb08,
author = {Jebara, T.},
title = {Bayesian Out-Trees},
booktitle = {Uncertainty in Artificial Intelligence},
year = {2008}
}
@InProceedings{Jeb08b,
author = {Jebara, T.},
title = {Out-Tree Dependent Nonparametric Bayesian Inference},
booktitle = {Workshop on Nonparametric Bayes},
year = {2008}
}
@InProceedings{WanJebCha08,
author = {Wang, J. and Jebara, T. and Chang, S.F.},
title = {Graph Transduction via Alternating Minimization},
booktitle = {International Conference on Machine Learning},
year = {2008}
}
@InProceedings{Jeb08c,
author = {Jebara, T.},
title = {Learning from Out-Tree Dependent Data},
booktitle = {The Learning Workshop},
year = {2008}
}
@InProceedings{JebSonTha07,
author = {Jebara, T. and Song, Y. and Thadani, K.},
title = {Density Estimation under Independent {\em Similarly}
Distributed Sampling Assumptions},
booktitle = {Advances in Neural Information Processing Systems},
year = {2007}
}
@InProceedings{HowJeb07,
author = {Howard, A. and Jebara, T.},
title = {Learning Monotonic Transformations for Classification},
booktitle = {Advances in Neural Information Processing Systems},
year = {2007}
}
@InProceedings{HuaJebNYAS07,
author = {Huang, B. and Jebara, T.},
title = {Approximating the Permanent with Belief Propagation},
booktitle = {New York Academy of Sciences - Machine Learning Symposium},
year = {2007}
}
@InProceedings{ShaJeb07,
author = "Shaw, B. and Jebara, T.",
title = "Minimum Volume Embedding",
Booktitle = {Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics March 21-24, 2007, San Juan, Puerto Rico},
Editor = {Marina Meila and Xiaotong Shen},
Month = {March},
Volume = {Volume 2 of JMLR: W\&CP},
Year = {2007}
}
@InProceedings{HuaJeb07,
Author = {Bert Huang and Tony Jebara},
Title = {Loopy Belief Propagation for Bipartite Maximum Weight b-Matching},
Booktitle = {Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics March 21-24, 2007, San Juan, Puerto Rico},
Editor = {Marina Meila and Xiaotong Shen},
Month = {March},
Volume = {Volume 2 of JMLR: W\&CP},
Year = {2007}
}
@InProceedings{ShiJeb07,
author = "Shivaswamy, P. and Jebara, T.",
title = "Ellipsoidal Kernel Machines",
Booktitle = {Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics March 21-24, 2007, San Juan, Puerto Rico},
Editor = {Marina Meila and Xiaotong Shen},
Month = {March},
Volume = {Volume 2 of JMLR: W\&CP},
Year = {2007}
}
@InProceedings{KonHowJeb07,
author = "Kondor, R. and Howard, A. and Jebara, T.",
title = "Multi-object tracking with representations of the symmetric group",
Booktitle = {Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics March 21-24, 2007, San Juan, Puerto Rico},
Editor = {Marina Meila and Xiaotong Shen},
Month = {March},
Volume = {Volume 2 of JMLR: W\&CP},
Year = {2007}
}
@InProceedings{JebSonTha07a,
author = "Jebara, T. and Song, Y. and Thadani, K.",
title = "Spectral Clustering and Embedding with Hidden Markov Models",
booktitle = "European Conference on Machine Learning",
year = "2007"}
@InProceedings{JebShaHow07,
author = "Jebara, T. and Shaw, B. and Howard, A.",
title = "Optimizing Eigengaps and Spectral Functions using Iterated {SDP}",
booktitle = "The Learning Workshop",
year = "2007"}
@Article{DeaBarJeb07,
author = {Deak, G. and Bartlett, M. and Jebara, T.},
title = { Understanding the Development of Social Agents: New
Trends in Integrative Cognitive Science},
journal = {Neurocomputing Journal, ICDL Special Issue},
year = {2007},
volume = {70},
number = {13-15},
pages = {2139-2147}
}
@InProceedings{KonJeb06,
author = "Kondor, R. and Jebara, T.",
title = "Gaussian and {Wishart} Hyperkernels",
booktitle = "Neural Information Processing Systems",
year = "2006"}
@InProceedings{ManEllJeb06,
author = "Mandel, M. and Ellis, D. and Jebara, T.",
title = "An EM Algorithm for Localizing Multiple Sound Sources in Reverberant Environments",
booktitle = "Neural Information Processing Systems",
year = "2006"}
@Article{JebShcKon06,
author = {Jebara, T. and Shchogolev, V. and Kondor, R.},
title = {B-Matching for Identifying Authorship from Text},
journal = {Journal of Intelligence Community Research and Development},
year = {2006}
}
@InProceedings{JebShc06,
author = "Jebara, T. and Shchogolev, V.",
title = "B-Matching for Spectral Clustering",
booktitle = "European Conference on Machine Learning",
year = "2006"}
@Article{LewJebNob06,
author = {Lewis, D. and Jebara, T. and Noble, W.},
title = {Support Vector Machine Learning from Heterogeneous Data:
an Empirical Analysis Using Protein Sequence and Structure},
journal = {Bioinformatics},
volume = {22},
number = {22},
year = {2006}
}
@InProceedings{ShiJeb06,
author = "Shivaswamy, P. and Jebara, T.",
title = "Permutation Invariant {SVMs}",
booktitle = "International Conference on Machine Learning",
year = "2006"}
@InProceedings{LewJebNob06a,
author = "Lewis, D. and Jebara, T. and Noble, W.",
title = "Nonstationary Kernel Combination",
booktitle = "International Conference on Machine Learning",
year = "2006"}
@InProceedings{JebShaShc06,
author = "Jebara, T. and Shaw, B. and Shchogolev, V.",
title = "B-Matching for Embedding",
booktitle = "The Learning Workshop",
year = "2006"}
@TechReport{Kon05,
author = {Kondor, I.R. and Csanyi, G. and Ahnert, S.E. and Jebara, T.},
title = {Multi Facet Learning in {Hilbert} Spaces},
institution = {Columbia University, Department of Computer Science},
year = {2005},
number = {CUCS-054-05}
}
@TechReport{JebLon05,
author = {Jebara, T. and Long, P.},
title = {Tree Dependent Identically Distributed Learning},
institution = {Columbia University, Department of Computer Science},
year = {2005},
number = {CUCS-050-05}
}
@TechReport{HowJeb05,
author = {Howard, A. and Jebara, T.},
title = {Square Root Propagation},
institution = {Columbia University, Department of Computer Science},
year = {2005},
number = {CUCS-040-05}
}
@Article{NisNayJeb05,
author = {Nishino, K. and Nayar, S. and Jebara, T.},
title = {Clustered Blockwise {PCA} for Representing Visual Data},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
volume = {27},
number = {10},
pages = {1675},
month = {October},
year = {2005}
}
@Article{JebKonHow04,
author = {Jebara, T. and Kondor, R. and Howard, A.},
title = {Probability Product Kernels},
journal = {Journal of Machine Learning Research},
volume = {5},
pages = {819--844},
year = {2004}
}
@InProceedings{HowJeb04,
author = "Howard, A. and Jebara, T.",
title = "Dynamical Systems Trees",
booktitle = "Unceratinty in Artificial Intelligence",
year = "2004"}
@InProceedings{Jeb04,
author = {Jebara, T.},
title = {Kernelizing Sorting, Permutation and Alignment for Minimum Volume {PCA}},
booktitle = {Conference on Learning Theory},
year = {2004}
}
@InProceedings{Jeb04a,
author = {Jebara, T.},
title = {Multi-Task Feature and Kernel Selection for {SVMs}},
booktitle = {International Conference on Machine Learning},
year = {2004}
}
@InProceedings{PelMilAllJeb04,
author = "Pelossof, R. and Miller, A. and Allen, P. and Jebara, T.",
title = "An {SVM} Learning Approach to Robotic Grasping",
booktitle = "International Conference on Robotics and Automation",
year = "2004"}
@InProceedings{JebBen04,
author = "Jebara, T. and Bengio, Y.",
title = "Orbit Learning using Convex Optimization",
booktitle = "The Learning Workshop",
year = "2004"}
@InProceedings{KonJebCsaAhn04,
author = "Kondor, R. and Jebara, T. and Csanyi, G. and Ahnert, S.",
title = "Learning from Derivatives and other Linear Functionals",
booktitle = "The Learning Workshop",
year = "2004"}
@Proceedings{TriJeb04,
title = {International Conference on Development and Learning},
year = {2004},
editor = {J. Triesh and T. Jebara},
address = {The Salk Institute for Biological Studies, La Jolla, California},
month = {October},
isbn = {0-615-12704-5},
organization = {UCSD Institute for Neural Computation}
}
@Book{Jeb03,
author = {Jebara, T.},
title = {Machine Learning: Discriminative and Generative},
publisher = {Kluwer Academic},
isbn = {1-4020-7647-9},
year = {2004}
}
@InProceedings{Jeb03a,
author = {Jebara, T.},
title = {Images as Bags of Pixels},
booktitle = {International Conference on Computer Vision},
year = {2003}
}
@InProceedings{JebKon03,
author = {Jebara, T. and Kondor, R.},
title = {Bhattacharyya and Expected Likelihood Kernels},
booktitle = {Conference on Learning Theory},
year = {2003}
}
@InProceedings{KonJeb03,
author = {Kondor, R. and Jebara, T.},
title = {A Kernel between Sets of Vectors},
booktitle = {International Conference on Machine Learning},
year = {2003}
}
@TechReport{JebHow03,
author = {Jebara, T. and Howard, A.},
title = {Dynamical Systems Trees},
institution = {Columbia University, Department of Computer Science},
year = {2003},
number = {CUCS-028-03}
}
@InProceedings{Jeb03b,
author = {Jebara, T.},
title = {Convex Invariance Learning},
booktitle = {Artificial Intelligence and Statistics},
year = {2003}
}
@InProceedings{JebPen02,
author = "Jebara, T. and Pentland, A.",
booktitle = {2nd International Conference on Development and Learning},
title = {Statistical Imitative Learning from Perceptual Data},
year = {2002},
address = {Cambridge Massachusetts},
month = {June}
}
@Proceedings{Mcc02,
title = {2nd International Conference on Development and Learning},
year = {2002},
editor = {J. McClelland and A. Pentland and J. Elman and M. Sur and J. Weng and S. Mahadevan and T. Jebara},
address = {Cambridge, Massachusetts},
isbn = {0-7695-1459-6},
month = {June},
organization = {IEEE Computer Society}
}
@InProceedings{JebJaa02,
author = "Jebara, T. and Jaakkola, T.",
title = "Mult-Task SVM Feature Selection",
booktitle = "The Learning Workshop",
year = "2002"}
@PhdThesis{Jeb01,
author = {Jebara, T.},
title = {Discriminative, Generative and Imitative learning},
school = {MIT},
year = {2001}
}
@Article{SchJebOli01,
author = {Schiele, B. and Jebara, T. and Oliver, N.},
title = {Sensory Augmented Computing: Wearing the Museum's Guide},
journal = {IEEE Micro},
year = {2001},
month = {May},
volume = {21},
number = {3}
}
@InProceedings{JebPen00,
author = "Jebara, T. and Pentland, A.",
title = "On Reversing {Jensen's} Inequality",
booktitle = "Advances in Neural Information Processing Systems 13",
year = "2000"
}
@Article{MogJebPen00,
author = {Moghaddam, B. and Jebara, T. and Pentland, A.},
title = {Bayesian Face Recognition},
journal = {Pattern Recognition},
year = {2000},
month = {November},
volume = {33},
number = {11},
pages = {1771-1782}
}
@InProceedings{Jeb00,
author = {Jebara, T. and Ivanov, Y. and Rahimi, A. and Pentland, A.},
title = {Tracking Conversational Context for Machine Mediation of Human Discourse},
booktitle = {AAAI Fall 2000 Symposium - Socially Intelligent Agents},
year = {2000}
}
@InProceedings{JebJaa00,
author = "Jebara, T. and Jaakkola, T.",
title = " Feature selection and dualities in maximum entropy discrimination",
booktitle = "Uncertainty in Artifical Intelligence 16",
year = "2000"
}
@InProceedings{JaaMeiJeb99,
author = "Jaakkola, T. and Meila, M. and Jebara, T.",
title = "Maximum entropy discrimination",
booktitle = "Advances in Neural Information Processing Systems 12",
year = "1999"
}
@InProceedings{Str99,
author = {Strom, J. and Jebara, T. and Basu, S. and Pentland, A.},
title = {Real Time Tracking and Modeling of Faces: An {EKF}-based Analysis by Synthesis Approach},
booktitle = { Proceedings of the Modelling People Workshop at the 1999 International Conference on Computer Vision},
year = {1999},
month = {August}
}
@Article{JebAzaPen99,
author = {Jebara, T. and Azarbayejani, A. and Pentland, A.},
title = {3D Structure from 2D Motion},
journal = {IEEE Signal Processing Magazine},
year = {1999},
volume = {16},
number = {3}
}
@InProceedings{JebPen99,
author = {Jebara, T. and Pentland, A.},
title = {Action Reaction Learning: Automatic Visual Analysis and Synthesis of Interactive Behaviour},
booktitle = {International Conference on Vision Systems},
year = {1999}
}
@InProceedings{SchOliJebPen,
author = {Schiele, B. and Olivier, N. and Jebara, T. and Pentland, A.},
title = {An Interactive Computer Vision System DyPERS: Dynamic Personal Enhanced Reality System},
booktitle = {International Conference on Vision Systems},
year = {1999}
}
@InProceedings{ChoClaJebPen99,
author = {T. Choudhury, B. Clarkson, T. Jebara and A. Pentland.},
title = {Multimodal Person Recognition using Unconstrained Audio and Video},
booktitle = {International Conference on Audio and Video-Based Biometric Person Authentication},
year = {1999}
}
@InProceedings{JebPen98,
author = "Jebara, T. and Pentland, A.",
title = "Maximum conditional likelihood via bound maximization and the {CEM} algorithm",
booktitle = "Advances in Neural Information Processing Systems 11",
year = "1998"
}
@InProceedings{MogJebPen98,
author = "Moghaddam, B. and Jebara, T. and Pentland, A.",
title = "Bayesian Modeling of Facial Similarity",
booktitle = "Advances in Neural Information Processing Systems 11",
year = "1998"
}
@InProceedings{JebSchOliPen98,
author = {Jebara, T. and Schiele, B. and Oliver, N. and Pentland, A.},
title = {Dynamic Personal Enhanced Reality System},
booktitle = {Proceedings of the 1998 Image Understanding Workshop},
year = {1998},
address = {Monterrey, CA},
month = {November},
}
@MastersThesis{Jeb98,
author = {Jebara, T.S.},
title = {Action Reaction Learning: Analysis and Synthesis of Human Behavior},
school = {MIT Media Laboratory},
year = {1998},
note = {Vision and Modeling TR\# 507}
}
@InProceedings{JebRusPen98,
author = "Jebara, T. and Russel, K. and Pentland, A.",
title = "Mixtures of Eigenfeatures for Real-Time Structure from Texture",
booktitle = "Proceedings of the International Conference on
Computer Vision",
year = "1998",
}
@InProceedings{JebPen98,
author = {Jebara, T. and Pentland, A.},
title = {Action Reaction Learning: Analysis and
Synthesis of Human Behaviour},
booktitle = {Workshop on the Interpretation of Visual Motion - Computer Vision and Pattern Recognition Conference},
year = {1998}
}
@InProceedings{Sta98,
author = {Starner, T. and Schiele, B. and Rhode, B. and Jebara, T. and Oliver, N. and Weaver, J. and Pentland, A.},
title = {Augmented Realities Integrating User and Physical Models},
booktitle = {Workshop on Augmented Reality},
year = {1999}
}
@InProceedings{Jeb97,
author = "Jebara, T. and Eyster, C. and Weaver, J. and Starner
T. and Pentland, A.",
title = "Stochasticks: Augmenting the Billiards Experience with Probabilistic Vision and Wearable Computers",
booktitle = "Proceedings of the International Symposium on Wearable Computers",
year = "1997",
}
@InProceedings{JebPen97,
author = "Jebara, T. and Pentland, A.",
title = "Parametrized Structure from Motion for 3D Adaptive Feedback Tracking of Faces",
booktitle = "IEEE Conference on Computer Vision and Pattern Recognition",
year = "1997",
}
@InProceedings{Roy97,
author = {Roy, D. and Hlavac, M. and Umaschi, M. and Jebara, T. and Cassell, J. and Pentland, A.},
title = {Toco the Toucan: A Synthetic Character Guided by Perception, Emotion, and Story},
booktitle = {Visual Proceedings of {SIGGRAPH}},
year = {1997},
pages = {66}
}
@Book{Jeb96,
author = "Jebara, T.S.",
title = "3D Pose Estimation and Normalization for Face Recognition",
publisher = "McGill Centre for Intelligent Machines. McGill University",
year = "1996",
note = "Bachelor's Thesis"
}