Amy McGovern

Cited by

	All	Since 2018
Citations	3808	2383
h-index	31	26
i10-index	60	44

640

320

160

480

1998199920002001200220032004200520062007200820092010201120122013201420152016201720182019202020212022202318 20 14 32 42 35 69 68 78 74 89 69 75 90 105 93 103 87 128 106 171 286 413 460 626 423

Public access

View all

28 articles

2 articles

available

not available

Based on funding mandates

Co-authors

David John Gagne IINational Center for Atmospheric ResearchVerified email at ucar.edu
Travis M. SmithCooperative Institute for Severe and High-Impact Weather Research and Operations (CIWRO)Verified email at ou.edu
Andrew BartoUniversity of Massachusetts AmherstVerified email at cs.umass.edu
Sue Ellen HauptNational Center for Atmospheric ResearchVerified email at ucar.edu
Ming Xue, Ph.D., FAMS, FAGUUniversity of OklahomaVerified email at ou.edu
Kimberly L. ElmoreResearch Scientist, Cooperative Institute for Mesoscale Meteorological StudiesVerified email at noaa.gov
Montgomery FloraPostDoctoral Research AssociateVerified email at noaa.gov
Richard S. SuttonDeepMind, Amii, and University of AlbertaVerified email at richsutton.com
Kelvin DroegemeierUniversity of OklahomaVerified email at ou.edu
Imme Ebert-UphoffColorado State UniversityVerified email at colostate.edu
Jeffrey BasaraUniversity of OklahomaVerified email at ou.edu
Philippe TissotConrad Blucher Institute, Texas A&M University-Corpus ChristiVerified email at tamucc.edu
David HarrisonCooperative Institute for Severe and High-Impact Weather Research and Operations, The University ofVerified email at ou.edu
Ann BostromWeyerhaeuser Endowed Professor in Environmental Policy, Evans School of Public Policy & GovernanceVerified email at uw.edu
John AllenAssociate Professor of Meteorology, Department of Earth and Atmospheric Sciences, Central MichiganVerified email at cmich.edu
David JensenProfessor of Computer Science, University of Massachusetts AmherstVerified email at cs.umass.edu
Ryan SobashNational Center for Atmospheric ResearchVerified email at ucar.edu
Andrew FaggUniversity of OklahomaVerified email at cs.ou.edu
Jason HickeyGoogle ResearchVerified email at google.com
Cameron R HomeyerAssociate Professor, School of Meteorology, University of OklahomaVerified email at ou.edu

Amy McGovern

University of Oklahoma

Verified email at ou.edu - Homepage

Artificial Intelligence Machine Learning Severe Weather


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Automatic discovery of subgoals in reinforcement learning using diverse density A McGovern, AG Barto	615	2001
Using artificial intelligence to improve real-time decision-making for high-impact weather A McGovern, KL Elmore, DJ Gagne, SE Haupt, CD Karstens, R Lagerquist, ... Bulletin of the American Meteorological Society 98 (10), 2073-2090, 2017	348	2017
Making the black box more transparent: Understanding the physical implications of machine learning A McGovern, R Lagerquist, D John Gagne, GE Jergensen, KL Elmore, ... Bulletin of the American Meteorological Society 100 (11), 2175-2199, 2019	315	2019
Identifying predictive multi-dimensional time series motifs: an application to severe weather prediction A McGovern, DH Rosendahl, RA Brown, KK Droegemeier Data Mining and Knowledge Discovery 22, 232-258, 2011	153	2011
Storm-based probabilistic hail forecasting with machine learning applied to convection-allowing ensembles DJ Gagne, A McGovern, SE Haupt, RA Sobash, JK Williams, M Xue Weather and forecasting 32 (5), 1819-1840, 2017	146	2017
Roles of macro-actions in accelerating reinforcement learning A McGovern, RS Sutton, AH Fagg Grace Hopper celebration of women in computing 1317, 15, 1997	133	1997
Autonomous discovery of temporal abstractions from interaction with an environment EA Mcgovern University of Massachusetts Amherst, 2002	122	2002
Deep learning for spatially explicit prediction of synoptic-scale fronts R Lagerquist, A McGovern, DJ Gagne II Weather and Forecasting 34 (4), 1137-1160, 2019	84	2019
Macro-actions in reinforcement learning: An empirical analysis A McGovern, RS Sutton Computer Science Department Faculty Publication Series, 15, 1998	80	1998
Machine learning for real-time prediction of damaging straight-line convective wind R Lagerquist, A McGovern, T Smith Weather and Forecasting 32 (6), 2175-2193, 2017	79	2017
Machine learning enhancement of storm-scale ensemble probabilistic quantitative precipitation forecasts DJ Gagne, A McGovern, M Xue Weather and Forecasting 29 (4), 1024-1043, 2014	76	2014
Exploiting relational structure to understand publication patterns in high-energy physics A McGovern, L Friedland, M Hay, B Gallagher, A Fast, J Neville, D Jensen Acm Sigkdd Explorations Newsletter 5 (2), 165-172, 2003	72	2003
Classification of convective areas using decision trees DJ Gagne, A McGovern, J Brotzge Journal of Atmospheric and Oceanic Technology 26 (7), 1341-1353, 2009	68	2009
Deep learning on three-dimensional multiscale data for next-hour tornado prediction R Lagerquist, A McGovern, CR Homeyer, DJ Gagne II, T Smith Monthly Weather Review 148 (7), 2837-2861, 2020	63	2020
Building a basic block instruction scheduler with reinforcement learning and rollouts A McGovern, E Moss, AG Barto Machine learning 49, 141-160, 2002	61	2002
Scheduling straight-line code using reinforcement learning and rollouts A McGovern, J Moss Advances in neural information processing Systems 11, 1998	57	1998
Evaluating knowledge to support climate action: A framework for sustained assessment. Report of an independent advisory committee on applied climate assessment RH Moss, S Avery, K Baja, M Burkett, AM Chischilly, J Dell, PA Fleming, ... Weather, Climate, and Society 11 (3), 465-487, 2019	53	2019
Enhancing understanding and improving prediction of severe weather through spatiotemporal relational learning A McGovern, DJ Gagne, JK Williams, RA Brown, JB Basara Machine learning 95, 27-50, 2014	53	2014
Spatiotemporal relational probability trees: An introduction A McGovern, NC Hiers, M Collier, DJ Gagne II, RA Brown 2008 Eighth IEEE International Conference on Data Mining, 935-940, 2008	49	2008
Outlook for exploiting artificial intelligence in the earth and environmental sciences SA Boukabara, V Krasnopolsky, SG Penny, JQ Stewart, A McGovern, ... Bulletin of the American Meteorological Society, 1-53, 2020	43	2020

The system can't perform the operation now. Try again later.

Articles 1–20

Citations per year

Duplicate citations

Merged citations

Add co-authorsCo-authors

Follow

Cited by

Co-authors