Tommi Jaakkola

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Wengong JinBroad Institute of MIT and HarvardAdresse e-mail validée de csail.mit.edu
Michael I. JordanProfessor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC BerkeleyAdresse e-mail validée de cs.berkeley.edu
Klavs F.JensenChemical Engineering, MITAdresse e-mail validée de mit.edu
Nathan SrebroProfessor, TTIC and University of ChicagoAdresse e-mail validée de ttic.edu
David Alvarez-MelisMicrosoft Research & Harvard UniversityAdresse e-mail validée de seas.harvard.edu
Alan S. WillskyProfessor of EECS, MITAdresse e-mail validée de mit.edu
Amir GlobersonTel Aviv UniversityAdresse e-mail validée de post.tau.ac.il
Connor W. ColeyDepartment of Chemical Engineering, MITAdresse e-mail validée de mit.edu
Martin WainwrightProfessor, EECS/Mathematics, Massachusetts Institute of TechnologyAdresse e-mail validée de mit.edu
Zoubin GhahramaniProfessor, University of Cambridge, and Distinguished Researcher, GoogleAdresse e-mail validée de eng.cam.ac.uk
Lawrence K SaulSenior Research Scientist, Center for Computational Mathematics, Flatiron InstituteAdresse e-mail validée de flatironinstitute.org
Tao LeiGoogleAdresse e-mail validée de google.com
Georg GerberAssistant Professor of Pathology, Harvard Medical SchoolAdresse e-mail validée de bwh.harvard.edu
David SontagProfessor, Massachusetts Institute of TechnologyAdresse e-mail validée de csail.mit.edu
William H. GreenHoyt C. Hottel Professor of Chemical Engineering, MITAdresse e-mail validée de mit.edu
Ziv Bar-JosephProfessor of Computational Biology and Machine Learning, School of Computer Science, Carnegie Mellon UniversityAdresse e-mail validée de andrew.cmu.edu
Richard YoungProfessor of Biology, MITAdresse e-mail validée de wi.mit.edu
David HausslerScientific Director, UC Santa Cruz Genomics Institute, University of California, Santa CruzAdresse e-mail validée de soe.ucsc.edu
Kyle SwansonStanford UniversityAdresse e-mail validée de stanford.edu
Kevin YangUC BerkeleyAdresse e-mail validée de berkeley.edu

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Tommi Jaakkola

Autres nomsTommi S. Jaakkola

MIT

Adresse e-mail validée de csail.mit.edu - Page d'accueil

machine learning natural language processing biomolecular design


Titre Trier par citations Trier par année Trier par titre	Citée par Citée par	Année
An introduction to variational methods for graphical models MI Jordan, Z Ghahramani, TS Jaakkola, LK Saul Machine learning 37, 183-233, 1999	4477	1999
Exploiting generative models in discriminative classifiers T Jaakkola, D Haussler Advances in neural information processing systems 11, 1998	2057	1998
A deep learning approach to antibiotic discovery JM Stokes, K Yang, K Swanson, W Jin, A Cubillos-Ruiz, NM Donghia, ... Cell 180 (4), 688-702. e13, 2020	1420	2020
Maximum-margin matrix factorization N Srebro, J Rennie, T Jaakkola Advances in neural information processing systems 17, 2004	1385	2004
Convergence of stochastic iterative dynamic programming algorithms T Jaakkola, M Jordan, S Singh Advances in neural information processing systems 6, 1993	1254	1993
Junction tree variational autoencoder for molecular graph generation W Jin, R Barzilay, T Jaakkola International conference on machine learning, 2323-2332, 2018	1248	2018
Analyzing learned molecular representations for property prediction K Yang, K Swanson, W Jin, C Coley, P Eiden, H Gao, A Guzman-Perez, ... Journal of chemical information and modeling 59 (8), 3370-3388, 2019	1044	2019
Weighted low-rank approximations N Srebro, T Jaakkola Proceedings of the 20th international conference on machine learning (ICML …, 2003	1007	2003
Convergence results for single-step on-policy reinforcement-learning algorithms S Singh, T Jaakkola, ML Littman, C Szepesvári Machine learning 38, 287-308, 2000	950	2000
Variational message passing. J Winn, CM Bishop, T Jaakkola Journal of Machine Learning Research 6 (4), 2005	897	2005
Rationalizing neural predictions T Lei, R Barzilay, T Jaakkola arXiv preprint arXiv:1606.04155, 2016	852	2016
Towards robust interpretability with self-explaining neural networks D Alvarez Melis, T Jaakkola Advances in neural information processing systems 31, 2018	851	2018
Partially labeled classification with Markov random walks M Szummer, T Jaakkola Advances in neural information processing systems 14, 2001	831	2001
Serial regulation of transcriptional regulators in the yeast cell cycle I Simon, J Barnett, N Hannett, CT Harbison, NJ Rinaldi, TL Volkert, ... Cell 106 (6), 697-708, 2001	827	2001
Approximate inference in additive factorial hmms with application to energy disaggregation JZ Kolter, T Jaakkola Artificial intelligence and statistics, 1472-1482, 2012	820	2012
Style transfer from non-parallel text by cross-alignment T Shen, T Lei, R Barzilay, T Jaakkola Advances in neural information processing systems 30, 2017	805	2017
MAP estimation via agreement on trees: message-passing and linear programming MJ Wainwright, TS Jaakkola, AS Willsky IEEE transactions on information theory 51 (11), 3697-3717, 2005	802	2005
Computational discovery of gene modules and regulatory networks Z Bar-Joseph, GK Gerber, TI Lee, NJ Rinaldi, JY Yoo, F Robert, ... Nature biotechnology 21 (11), 1337-1342, 2003	784	2003
Bayesian parameter estimation via variational methods TS Jaakkola, MI Jordan Statistics and Computing 10, 25-37, 2000	760	2000
An introduction to variational methods for graphical models MI Jordan, Z Ghahramani, TS Jaakkola, LK Saul Learning in graphical models, 105-161, 1998	745	1998

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