David Sontag Coauthor index pubzone.org

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c39Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRahul G. Krishnan, Uri Shalit, David Sontag: Structured Inference Networks for Nonlinear State Space Models. AAAI 2017: 2101-2109
2016
j1Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoni Halpern, Steven Horng, Youngduck Choi, David Sontag: Electronic medical record phenotyping using the anchor and learn framework. JAMIA 23(4): 731-740 (2016)
c38Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoon Kim, Yacine Jernite, David Sontag, Alexander M. Rush: Character-Aware Neural Language Models. AAAI 2016: 2741-2749
c37Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAdrian Weller, Mark Rowland, David Sontag: Tightness of LP Relaxations for Almost Balanced Models. AISTATS 2016: 47-55
c36Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLOfer Meshi, Mehrdad Mahdavi, Adrian Weller, David Sontag: Train and Test Tightness of LP Relaxations in Structured Prediction. ICML 2016: 1776-1785
c35Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFredrik D. Johansson, Uri Shalit, David Sontag: Learning Representations for Counterfactual Inference. ICML 2016: 3020-3029
c34Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLShalmali Joshi, Suriya Gunasekar, David Sontag, Joydeep Ghosh: Identifiable Phenotyping using Constrained Non-Negative Matrix Factorization. MLHC 2016: 17-41
c33Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNarges Razavian, Jake Marcus, David Sontag: Multi-task Prediction of Disease Onsets from Longitudinal Laboratory Tests. MLHC 2016: 73-100
c32Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoni Halpern, Steven Horng, David Sontag: Clinical Tagging with Joint Probabilistic Models. MLHC 2016: 209-225
i22Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLFredrik D. Johansson, Uri Shalit, David Sontag: Learning Representations for Counterfactual Inference. CoRR abs/1605.03661 (2016)
i21Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLZhengping Che, Sanjay Purushotham, Kyunghyun Cho, David Sontag, Yan Liu: Recurrent Neural Networks for Multivariate Time Series with Missing Values. CoRR abs/1606.01865 (2016)
i20Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLUri Shalit, Fredrik D. Johansson, David Sontag: Bounding and Minimizing Counterfactual Error. CoRR abs/1606.03976 (2016)
i19Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNarges Razavian, Jake Marcus, David Sontag: Multi-task Prediction of Disease Onsets from Longitudinal Lab Tests. CoRR abs/1608.00647 (2016)
i18Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoni Halpern, Steven Horng, David Sontag: Clinical Tagging with Joint Probabilistic Models. CoRR abs/1608.00686 (2016)
i17Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLShalmali Joshi, Suriya Gunasekar, David Sontag, Joydeep Ghosh: Identifiable Phenotyping using Constrained Non-Negative Matrix Factorization. CoRR abs/1608.00704 (2016)
i16Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYacine Jernite, Anna Choromanska, David Sontag, Yann LeCun: Simultaneous Learning of Trees and Representations for Extreme Classification, with Application to Language Modeling. CoRR abs/1610.04658 (2016)
2015
c31Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLJosua Krause, Narges Razavian, Enrico Bertini, David Sontag: Visual Exploration of Temporal Data in Electronic Medical Records. AMIA 2015
c30Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNarges Razavian, Saul Blecker, David Sontag: Gaussian Processes for interpreting Multiple Prostate Specific Antigen measurements for Prostate Cancer Prediction. AMIA 2015
c29Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAmir Globerson, Tim Roughgarden, David Sontag, Cafer Yildirim: How Hard is Inference for Structured Prediction? ICML 2015: 2181-2190
c28Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYacine Jernite, Alexander M. Rush, David Sontag: A Fast Variational Approach for Learning Markov Random Field Language Models. ICML 2015: 2209-2217
c27Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRahul G. Krishnan, Simon Lacoste-Julien, David Sontag: Barrier Frank-Wolfe for Marginal Inference. NIPS 2015: 532-540
i15Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLEliot Brenner, David Sontag: Incorporating Type II Error Probabilities from Independence Tests into Score-Based Learning of Bayesian Network Structure. CoRR abs/1505.02870 (2015)
i14Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoon Kim, Yacine Jernite, David Sontag, Alexander M. Rush: Character-Aware Neural Language Models. CoRR abs/1508.06615 (2015)
i13Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLOfer Meshi, Mehrdad Mahdavi, David Sontag: On the Tightness of LP Relaxations for Structured Prediction. CoRR abs/1511.01419 (2015)
i12Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRahul G. Krishnan, Simon Lacoste-Julien, David Sontag: Barrier Frank-Wolfe for Marginal Inference. CoRR abs/1511.02124 (2015)
i11Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoni Halpern, Steven Horng, David Sontag: Anchored Discrete Factor Analysis. CoRR abs/1511.03299 (2015)
i10Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLRahul G. Krishnan, Uri Shalit, David Sontag: Deep Kalman Filters. CoRR abs/1511.05121 (2015)
i9Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNarges Razavian, David Sontag: Temporal Convolutional Neural Networks for Diagnosis from Lab Tests. CoRR abs/1511.07938 (2015)
2014
c26Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYoni Halpern, Youngduck Choi, Steven Horng, David Sontag: Using Anchors to Estimate Clinical State without Labeled Data. AMIA 2014
c25Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLNathan Silberman, David Sontag, Rob Fergus: Instance Segmentation of Indoor Scenes Using a Coverage Loss. ECCV (1) 2014: 616-631
c24Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLXiang Wang, David Sontag, Fei Wang: Unsupervised learning of disease progression models. KDD 2014: 85-94
c23Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHung Hai Bui, Tuyen N. Huynh, David Sontag: Lifted Tree-Reweighted Variational Inference. UAI 2014: 92-101
c22Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAdrian Weller, Kui Tang, Tony Jebara, David Sontag: Understanding the Bethe Approximation: When and How can it go Wrong? UAI 2014: 868-877
i8Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLHung Hai Bui, Tuyen N. Huynh, David Sontag: Lifted Tree-Reweighted Variational Inference. CoRR abs/1406.4200 (2014)
i7Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAmir Globerson, Tim Roughgarden, David Sontag, Cafer Yildirim: Tight Error Bounds for Structured Prediction. CoRR abs/1409.5834 (2014)
2013
c21Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSanjeev Arora, Rong Ge, Yonatan Halpern, David M. Mimno, Ankur Moitra, David Sontag, Yichen Wu, Michael Zhu: A Practical Algorithm for Topic Modeling with Provable Guarantees. ICML (2) 2013: 280-288
c20Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYacine Jernite, Yonatan Halpern, David Sontag: Discovering Hidden Variables in Noisy-Or Networks using Quartet Tests. NIPS 2013: 2355-2363
c19Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLEliot Brenner, David Sontag: SparsityBoost: A New Scoring Function for Learning Bayesian Network Structure. UAI 2013
c18Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYonatan Halpern, David Sontag: Unsupervised Learning of Noisy-Or Bayesian Networks. UAI 2013
i6Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLEliot Brenner, David Sontag: SparsityBoost: A New Scoring Function for Learning Bayesian Network Structure. CoRR abs/1309.6820 (2013)
i5Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLYonatan Halpern, David Sontag: Unsupervised Learning of Noisy-Or Bayesian Networks. CoRR abs/1309.6834 (2013)
2012
c17Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDavid Sontag, Do Kook Choe, Yitao Li: Efficiently Searching for Frustrated Cycles in MAP Inference. UAI 2012: 795-804
c16Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDavid Sontag, Kevyn Collins-Thompson, Paul N. Bennett, Ryen W. White, Susan T. Dumais, Bodo Billerbeck: Probabilistic models for personalizing web search. WSDM 2012: 433-442
i4Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDavid Sontag, Talya Meltzer, Amir Globerson, Tommi S. Jaakkola, Yair Weiss: Tightening LP Relaxations for MAP using Message Passing .CoRR abs/1206.3288 (2012)
i3Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDavid Sontag, Do Kook Choe, Yitao Li: Efficiently Searching for Frustrated Cycles in MAP Inference .CoRR abs/1210.4902 (2012)
i2Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLSanjeev Arora, Rong Ge, Yoni Halpern, David M. Mimno, Ankur Moitra, David Sontag, Yichen Wu, Michael Zhu: A Practical Algorithm for Topic Modeling with Provable Guarantees .CoRR abs/1212.4777 (2012)
2011
c15Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLKevyn Collins-Thompson, Paul N. Bennett, Ryen W. White, Sebastian de la Chica, David Sontag: Personalizing web search results by reading level. CIKM 2011: 403-412
c14Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDavid Sontag, Dan Roy: Complexity of Inference in Latent Dirichlet Allocation. NIPS 2011: 1008-1016
2010
c13Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLAlexander M. Rush, David Sontag, Michael Collins, Tommi S. Jaakkola: On Dual Decomposition and Linear Programming Relaxations for Natural Language Processing. EMNLP 2010: 1-11
c12Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLTerry Koo, Alexander M. Rush, Michael Collins, Tommi S. Jaakkola, David Sontag: Dual Decomposition for Parsing with Non-Projective Head Automata. EMNLP 2010: 1288-1298
c11Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLOfer Meshi, David Sontag, Tommi S. Jaakkola, Amir Globerson: Learning Efficiently with Approximate Inference via Dual Losses. ICML 2010: 783-790
c10Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDavid Sontag, Ofer Meshi, Tommi S. Jaakkola, Amir Globerson: More data means less inference: A pseudo-max approach to structured learning. NIPS 2010: 2181-2189
c9Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLTommi S. Jaakkola, David Sontag, Amir Globerson, Marina Meila: Learning Bayesian Network Structure using LP Relaxations. AISTATS 2010: 358-365
2009
c8Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDavid Sontag, Yang Zhang, Amar Phanishayee, David G. Andersen, David R. Karger: Scaling all-pairs overlay routing. CoNEXT 2009: 145-156
c7Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDavid Sontag, Tommi S. Jaakkola: Tree Block Coordinate Descent for MAP in Graphical Models. AISTATS 2009: 544-551
2008
c6Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDavid Sontag, Amir Globerson, Tommi S. Jaakkola: Clusters and Coarse Partitions in LP Relaxations. NIPS 2008: 1537-1544
c5Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDavid Sontag, Talya Meltzer, Amir Globerson, Tommi S. Jaakkola, Yair Weiss: Tightening LP Relaxations for MAP using Message Passing. UAI 2008: 503-510
2007
c4Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDavid Sontag, Tommi S. Jaakkola: New Outer Bounds on the Marginal Polytope. NIPS 2007: 1393-1400
c3Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLDavid Sontag, Rohit Singh, Bonnie Berger: Probabilistic Modeling of Systematic Errors in Two-Hybrid Experiments. Pacific Symposium on Biocomputing 2007: 445-457
2005
c2Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBrian Milch, Bhaskara Marthi, David Sontag, Stuart J. Russell, Daniel L. Ong, Andrey Kolobov: Approximate Inference for Infinite Contingent Bayesian Networks. AISTATS 2005
c1Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBrian Milch, Bhaskara Marthi, Stuart J. Russell, David Sontag, Daniel L. Ong, Andrey Kolobov: BLOG: Probabilistic Models with Unknown Objects. IJCAI 2005: 1352-1359
i1Electronic Edition pubzone.org CiteSeerX Google scholar BibTeX bibliographical record in XMLBrian Milch, Bhaskara Marthi, Stuart J. Russell, David Sontag, Daniel L. Ong, Andrey Kolobov: BLOG: Probabilistic Models with Unknown Objects. Probabilistic, Logical and Relational Learning 2005

Coauthor Index

1David G. Andersen[c8]
2Sanjeev Arora[c21] [i2]
3Paul N. Bennett[c16] [c15]
4Bonnie Berger[c3]
5Enrico Bertini[c31]
6Bodo Billerbeck[c16]
7Saul Blecker[c30]
8Eliot Brenner[i15] [c19] [i6]
9Hung Hai Bui[c23] [i8]
10Zhengping Che[i21]
11Sebastian de la Chica[c15]
12Kyunghyun Cho[i21]
13Do Kook Choe[c17] [i3]
14Youngduck Choi[j1] [c26]
15Anna Choromanska[i16]
16Michael Collins[c13] [c12]
17Kevyn Collins-Thompson[c16] [c15]
18Susan T. Dumais[c16]
19Rob Fergus[c25]
20Rong Ge 0001[c21] [i2]
21Joydeep Ghosh[c34] [i17]
22Amir Globerson[c29] [i7] [i4] [c11] [c10] [c9] [c6] [c5]
23Suriya Gunasekar[c34] [i17]
24Yonatan Halpern[c21] [c20] [c18] [i5]
25Yoni Halpern[j1] [c32] [i18] [i11] [c26] [i2]
26Steven Horng[j1] [c32] [i18] [i11] [c26]
27Tuyen N. Huynh[c23] [i8]
28Tommi S. Jaakkola[i4] [c13] [c12] [c11] [c10] [c9] [c7] [c6] [c5] [c4]
29Tony Jebara[c22]
30Yacine Jernite[c38] [i16] [c28] [i14] [c20]
31Fredrik D. Johansson[c35] [i22] [i20]
32Shalmali Joshi[c34] [i17]
33David R. Karger[c8]
34Yoon Kim[c38] [i14]
35Andrey Kolobov[c2] [c1] [i1]
36Terry Koo[c12]
37Josua Krause[c31]
38Rahul G. Krishnan[c39] [c27] [i12] [i10]
39Simon Lacoste-Julien[c27] [i12]
40Yann LeCun[i16]
41Yitao Li[c17] [i3]
42Yan Liu[i21]
43Mehrdad Mahdavi[c36] [i13]
44Jake Marcus[c33] [i19]
45Bhaskara Marthi[c2] [c1] [i1]
46Marina Meila[c9]
47Talya Meltzer[i4] [c5]
48Ofer Meshi[c36] [i13] [c11] [c10]
49Brian Milch[c2] [c1] [i1]
50David M. Mimno[c21] [i2]
51Ankur Moitra[c21] [i2]
52Daniel L. Ong[c2] [c1] [i1]
53Amar Phanishayee[c8]
54Sanjay Purushotham[i21]
55Narges Razavian[c33] [i19] [c31] [c30] [i9]
56Tim Roughgarden[c29] [i7]
57Mark Rowland[c37]
58Dan Roy[c14]
59Alexander M. Rush[c38] [c28] [i14] [c13] [c12]
60Stuart J. Russell[c2] [c1] [i1]
61Uri Shalit[c39] [c35] [i22] [i20] [i10]
62Nathan Silberman[c25]
63Rohit Singh 0001[c3]
64Kui Tang[c22]
65Fei Wang 0001[c24]
66Xiang Wang[c24]
67Yair Weiss[i4] [c5]
68Adrian Weller[c37] [c36] [c22]
69Ryen W. White[c16] [c15]
70Yichen Wu[c21] [i2]
71Cafer Yildirim[c29] [i7]
72Yang Zhang[c8]
73Michael Zhu[c21] [i2]

 

Last update 2017-03-29 01:36 CEST by the DBLP TeamThis material is Open Data Data released under the ODC-BY 1.0 license — See also our legal information page