About Andy Barto is a scholar working on
Artificial Intelligence ,
Automotive Engineering and
Industrial and Manufacturing Engineering .
According to data from OpenAlex, Andy Barto has authored 5 papers receiving a total of 19.0k indexed citations (citations by other indexed papers that have themselves been cited), including 2 papers in
Artificial Intelligence , 1 paper in
Automotive Engineering and 1 paper in
Industrial and Manufacturing Engineering . Recurrent topics in Andy Barto's work include
Vehicle Routing Optimization Methods (1 paper),
Transportation and Mobility Innovations (1 paper) and
Reinforcement Learning in Robotics (1 paper). Andy Barto is often cited by papers focused on Vehicle Routing Optimization Methods (1 paper), Transportation and Mobility Innovations (1 paper) and Reinforcement Learning in Robotics (1 paper). Andy Barto collaborates with scholars based in . Andy Barto's co-authors include
Richard S. Sutton ,
Michael T. Rosenstein ,
Jennie Si ,
Andrew G. Barto ,
Warren B. Powell ,
Donald C. Wunsch ,
Robert N. Moll and
Theodore J. Perkins and has published in prestigious journals such as
IEEE Transactions on Neural Networks and
PubMed .
Overview Impact Standout Papers Peers Geography Research Space Co-Authors Works Hit Papers Reinforcement Learning: An Introduction 1998 2026 2007 2016 1998 5.0k 10.0k 15.0k Peers Andy Barto
Comparison fields: 5 of 198 Artificial Intelligence 7.4k Electrical and Electronic Engineering 3.7k Control and Systems Engineering 3.6k Computer Networks and Communications 3.5k Cognitive Neuroscience 2.5k Computational Theory and Mathematics 2.1k Computer Vision and Pattern Recognition 1.8k Management Science and Operations Research 1.6k Aerospace Engineering 1.1k Automotive Engineering 1.1k Biomedical Engineering 936 Information Systems 926 Cellular and Molecular Neuroscience 684 Industrial and Manufacturing Engineering 670 Building and Construction 645 Molecular Biology 504 Mechanical Engineering 504 Social Psychology 498 Sociology and Political Science 496 Experimental and Cognitive Psychology 411 Economics and Econometrics 406 Developmental and Educational Psychology 393 Ocean Engineering 390 General Decision Sciences 372 Transportation 371 Signal Processing 369 Statistical and Nonlinear Physics 356 Safety Research 299 Management Information Systems 293 Computer Science Applications 217 Applied Psychology 185 Software 177 Computational Mechanics 165 Hardware and Architecture 159 Marketing 157 Finance 156 Statistics and Probability 145 Civil and Structural Engineering 145 Safety, Risk, Reliability and Quality 135 Renewable Energy, Sustainability and the Environment 128 Clinical Psychology 123 Materials Chemistry 102 Genetics 95 Psychiatry and Mental health 95 Strategy and Management 93 Radiology, Nuclear Medicine and Imaging 91 Cell Biology 91 Ecology, Evolution, Behavior and Systematics 90 Human-Computer Interaction 85 Atomic and Molecular Physics, and Optics 82 Neurology 80 Environmental Engineering 75 Global and Planetary Change 75 Media Technology 69 Statistics, Probability and Uncertainty 68 Neurology 57 Epidemiology 57 Public Health, Environmental and Occupational Health 56 Cultural Studies 55 Cardiology and Cardiovascular Medicine 55 Plant Science 54 Sensory Systems 49 Ecology 45 Condensed Matter Physics 44 Developmental Biology 43 Behavioral Neuroscience 43 Health Informatics 42 Surgery 42 Information Systems and Management 39 Management of Technology and Innovation 39 Energy Engineering and Power Technology 39 Mechanics of Materials 38 Infectious Diseases 37 Water Science and Technology 36 General Health Professions 33 Modeling and Simulation 33 Health Information Management 29 Accounting 29 Insect Science 29 General Economics, Econometrics and Finance 27 Rehabilitation 25 Pharmacology 25 Electronic, Optical and Magnetic Materials 24 Physiology 24 Physical Therapy, Sports Therapy and Rehabilitation 22 Philosophy 22 Endocrinology, Diabetes and Metabolism 22 Organizational Behavior and Human Resource Management 21 Astronomy and Astrophysics 19 Emergency Medical Services 19 Demography 19 Education 19 Pulmonary and Respiratory Medicine 19 Nature and Landscape Conservation 18 History and Philosophy of Science 18 Numerical Analysis 17 Biophysics 16 Language and Linguistics 16 Pollution 15 Management, Monitoring, Policy and Law 15 Radiation 15 Computer Graphics and Computer-Aided Design 15 Soil Science 14 Critical Care and Intensive Care Medicine 14 Nuclear and High Energy Physics 14 Endocrine and Autonomic Systems 13 Analytical Chemistry 13 Genetics 13 Food Science 12 Oncology 12 Atmospheric Science 12 Pathology and Forensic Medicine 11 Nutrition and Dietetics 11 Anesthesiology and Pain Medicine 11 Communication 11 Cancer Research 11 Orthopedics and Sports Medicine 11 Health, Toxicology and Mutagenesis 10 Pediatrics, Perinatology and Child Health 10 Geology 10 Emergency Medicine 10 Medical Laboratory Technology 10 Urban Studies 10 Biological Psychiatry 9 Radiological and Ultrasound Technology 9 Geophysics 9 Computational Mathematics 9 Pharmacology 8 Architecture 8 Geography, Planning and Development 8 Political Science and International Relations 7 Hematology 7 Ecological Modeling 7 Literature and Literary Theory 7 Small Animals 7 Fluid Flow and Transfer Processes 7 Ophthalmology 7 Instrumentation 6 Pharmacy 6 Developmental Neuroscience 6 Organic Chemistry 5 Biomaterials 5 Neuropsychology and Physiological Psychology 5 Occupational Therapy 5 Rheumatology 5 Speech and Hearing 5 Oceanography 5 Spectroscopy 5 Environmental Chemistry 4 Surfaces, Coatings and Films 4 Business and International Management 4 Nephrology 4 Gender Studies 4 General Social Sciences 4 Paleontology 4 Linguistics and Language 4 Geometry and Topology 4 Animal Science and Zoology 4 General Agricultural and Biological Sciences 3 Immunology 3 Agronomy and Crop Science 3 Acoustics and Ultrasonics 3 Catalysis 3 Virology 3 Discrete Mathematics and Combinatorics 3 Mathematical Physics 2 Aging 2 Development 2 Hepatology 2 Polymers and Plastics 2 Earth-Surface Processes 2 Family Practice 2 Bioengineering 2 Gastroenterology 2 Health 2 Complementary and alternative medicine 2 Applied Mathematics 2 Music 2 Endocrinology 2 Molecular Medicine 1 Industrial and Manufacturing Engineering 1 Physical and Theoretical Chemistry 1 Geriatrics and Gerontology 1 Transplantation 1 Electrochemistry 1 Toxicology 1 Reproductive Medicine 1 Archeology 1 Law 1 General Energy 1 Biochemistry 1 Forestry 1 Physiology 1 Ceramics and Composites 1 Biotechnology 1 Visual Arts and Performing Arts 1 Microbiology 1 Structural Biology 1
Artificial Intelligence 7.4k Electrical and Electronic Engineering 3.7k Control and Systems Engineering 3.6k Computer Networks and Communications 3.5k Cognitive Neuroscience 2.5k Andrew G. Barto United States
Riccardo Poli United Kingdom
Timothy Lillicrap United States
Andreas Fidjeland United Kingdom
Martin Riedmiller Germany
Georg Ostrovski United Kingdom
Arthur Guez United Kingdom
Stig Petersen United Kingdom
Citations per field, relative to Andy Barto
Citations per year, relative to Andy Barto
This map shows the geographic impact of Andy Barto's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Andy Barto with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Andy Barto more than expected).
This network shows the impact of papers produced by Andy Barto. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Andy Barto. The network helps show where Andy Barto may publish in the future.
Co-authorship network of co-authors of Andy Barto
⚙ Controls This figure shows the co-authorship network connecting the top 25 collaborators of Andy Barto.
A scholar is included among the top collaborators of Andy Barto based on the total number of
citations received by their joint publications. Widths of edges
represent the number of papers authors have co-authored together.
Node borders
signify the number of papers an author published with Andy Barto. Andy Barto is excluded from
the visualization to improve readability, since they are connected to all nodes in the network.
All Works # Work Indexed citations 1 48 2 Supervised Learning Combined with an Actor-Critic Architecture TITLE2:
11 3 18786 4 Reinforcement and Local Searc: A Case Study TITLE2:
1 5 Learning by statistical cooperation of self-interested neuron-like computing elements.
122
Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive
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research landscape, it—like all bibliographic datasets—has inherent limitations. These include
incomplete records, variations in author disambiguation, differences in journal indexing, and
delays in data updates. As a result, some metrics and network relationships displayed in
Rankless may not fully capture the entirety of a scholar's output or impact.
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