Eric Eaton

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Paul RuvoloAssociate Professor of Computer Science, Olin College of EngineeringVerified email at olin.edu
Haitham Bou-AmmarReinforcement Learning Team Leader @ Huawei London & H. Assistant Professor @ UCLVerified email at huawei.com
José Marcio LunaInstructor, Mallinckrodt Institute of Radiology, Washington University in St. LouisVerified email at wustl.edu
Mohammad RostamiUniversity of Southern CaliforniaVerified email at usc.edu
Marie desJardinsDean and Professor of Computer ScienceVerified email at simmons.edu
Gilmer ValdesAssistant Professor, University of California San FranciscoVerified email at ucsf.edu
Timothy SolbergSenior Advisor, US Food and Drug AdministrationVerified email at fda.hhs.gov
Lyle UngarUniversity of PennsylvaniaVerified email at cis.upenn.edu
Jorge A. MendezUniversity of PennsylvaniaVerified email at seas.upenn.edu
David IseleHonda Research Institute, University of PennsylvaniaVerified email at HONDA-RI.COM
Matthew E. TaylorAssociate Professor, University of AlbertaVerified email at ualberta.ca
Decebal Constantin MocanuAssistant Professor at University of Twente, Eindhoven University of TechnologyVerified email at utwente.nl
Boyu WangDepartment of Computer Science, University of Western OntarioVerified email at csd.uwo.ca
Terran LaneProfessor of Computer Science, University of New MexicoVerified email at cs.unm.edu
Kiri WagstaffJet Propulsion LaboratoryVerified email at jpl.nasa.gov
Rasul TutunovMassachusetts Institute of TechnologyVerified email at mit.edu
Peter StoneProfessor of Computer Science, The University of Texas at AustinVerified email at cs.utexas.edu
Rachael (Ré) MansbachAssistant Professor of Physics, Concordia UniversityVerified email at concordia.ca
Seungwon LeeUniversity of PennsylvaniaVerified email at seas.upenn.edu
Karl TuylsResearch Scientist, Google DeepMind and Professor of computer science, University of LiverpoolVerified email at google.com

Eric Eaton

University of Pennsylvania

Verified email at cis.upenn.edu - Homepage

machine learning lifelong learning interactive AI robotics medicine


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ELLA: An efficient lifelong learning algorithm P Ruvolo, E Eaton International conference on machine learning, 507-515, 2013	352	2013
Online Multi-Task Learning for Policy Gradient Methods HB Ammar, E Eaton, P Ruvolo, ME Taylor International Conference on Machine Learning, 2014	154	2014
Deep transfer learning for few-shot SAR image classification M Rostami, S Kolouri, E Eaton, K Kim Remote Sensing 11 (11), 1374, 2019	105	2019
Modeling transfer relationships between learning tasks for improved inductive transfer E Eaton, M desJardins, T Lane Machine Learning and Knowledge Discovery in Databases, 317-332, 2008	104	2008
A spin-glass model for semi-supervised community detection E Eaton, R Mansbach Proceedings of the AAAI Conference on Artificial Intelligence 26 (1), 900-906, 2012	99	2012
MediBoost: a patient stratification tool for interpretable decision making in the era of precision medicine G Valdes, JM Luna, E Eaton, CB Simone, LH Ungar, TD Solberg Scientific reports 6 (1), 1-8, 2016	98	2016
Using Task Features for Zero-Shot Knowledge Transfer in Lifelong Learning. D Isele, M Rostami, E Eaton Ijcai 16, 1620-1626, 2016	85	2016
An automated measure of MDP similarity for transfer in reinforcement learning HB Ammar, E Eaton, ME Taylor, DC Mocanu, K Driessens, G Weiss, ... Workshops at the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014	82	2014
Autonomous cross-domain knowledge transfer in lifelong policy gradient reinforcement learning HB Ammar, E Eaton, JM Luna, P Ruvolo Twenty-fourth international joint conference on artificial intelligence, 2015	78	2015
Unsupervised cross-domain transfer in policy gradient reinforcement learning via manifold alignment HB Ammar, E Eaton, P Ruvolo, ME Taylor Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015	74	2015
Active Task Selection for Lifelong Machine Learning. P Ruvolo, E Eaton AAAI, 2013	67	2013
Selective transfer between learning tasks using task-based boosting E Eaton, M desJardins Twenty-Fifth AAAI Conference on Artificial Intelligence, 2011	60	2011
Safe policy search for lifelong reinforcement learning with sublinear regret HB Ammar, R Tutunov, E Eaton International Conference on Machine Learning, 2361-2369, 2015	52	2015
Set-based boosting for instance-level transfer E Eaton, M desJardins 2009 IEEE International Conference on Data Mining Workshops, 422-428, 2009	50	2009
Expert-augmented machine learning ED Gennatas, JH Friedman, LH Ungar, R Pirracchio, E Eaton, ... Proceedings of the National Academy of Sciences 117 (9), 4571-4577, 2020	49	2020
Building more accurate decision trees with the additive tree JM Luna, ED Gennatas, LH Ungar, E Eaton, ES Diffenderfer, ST Jensen, ... Proceedings of the national academy of sciences 116 (40), 19887-19893, 2019	48	2019
Online Multi-Task Learning via Sparse Dictionary Optimization P Ruvolo, E Eaton AAAI, 2014	43	2014
Artificial intelligence for pediatric ophthalmology JE Reid, E Eaton Current opinion in ophthalmology 30 (5), 337-346, 2019	42	2019
Rapid multi-objective optimization with multi-year future weather condition and decision-making support for building retrofit P Shen, W Braham, Y Yi, E Eaton Energy 172, 892-912, 2019	42	2019
Multi-view constrained clustering with an incomplete mapping between views E Eaton, M desJardins, S Jacob Knowledge and information systems 38 (1), 231-257, 2014	33	2014

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