Marvin Lee Minsky was an American cognitive and computer scientist concerned largely with research of artificial intelligence (AI), co-founder of the Massachusetts Institute of Technology's AI laboratory, and author of several texts concerning AI and philosophy.
Reinforcement learning (RL) is an area of machine learning concerned with how intelligent agents ought to take actions in an environment in order to maximize the notion of cumulative reward. Reinforcement learning is one of three basic machine learning paradigms, alongside supervised learning and unsupervised learning.
Stephen Byram Furber is a British computer scientist, mathematician and hardware engineer, currently the ICL Professor of Computer Engineering in the Department of Computer Science at the University of Manchester, UK. After completing his education at the University of Cambridge, he spent the 1980s at Acorn Computers, where he was a principal designer of the BBC Micro and the ARM 32-bit RISC microprocessor. As of 2018, over 100 billion copies of the ARM processor have been manufactured, powering much of the world's mobile computing and embedded systems.
Terrence Joseph Sejnowski is the Francis Crick Professor at the Salk Institute for Biological Studies where he directs the Computational Neurobiology Laboratory and is the director of the Crick-Jacobs center for theoretical and computational biology. He has performed pioneering research in neural networks and computational neuroscience.
Temporal difference (TD) learning refers to a class of model-free reinforcement learning methods which learn by bootstrapping from the current estimate of the value function. These methods sample from the environment, like Monte Carlo methods, and perform updates based on current estimates, like dynamic programming methods.
Michael Anthony Arbib is an American computational neuroscientist. He is an Adjunct Professor of Psychology at the University of California at San Diego and professor emeritus at the University of Southern California; before his 2016 retirement he was the Fletcher Jones Professor of computer science, as well as a professor of biological sciences, biomedical engineering, electrical engineering, neuroscience and psychology.
Michael Irwin Jordan is an American scientist, professor at the University of California, Berkeley and researcher in machine learning, statistics, and artificial intelligence.
Stephen Grossberg is a cognitive scientist, theoretical and computational psychologist, neuroscientist, mathematician, biomedical engineer, and neuromorphic technologist. He is the Wang Professor of Cognitive and Neural Systems and a Professor Emeritus of Mathematics & Statistics, Psychological & Brain Sciences, and Biomedical Engineering at Boston University.
Peter Dayan is a British neuroscientist and computer scientist who is director at the Max Planck Institute for Biological Cybernetics in Tübingen, Germany. He is co-author of Theoretical Neuroscience, an influential textbook on computational neuroscience. He is known for applying Bayesian methods from machine learning and artificial intelligence to understand neural function and is particularly recognized for relating neurotransmitter levels to prediction errors and Bayesian uncertainties. He has pioneered the field of reinforcement learning (RL) where he helped develop the Q-learning algorithm, and made contributions to unsupervised learning, including the wake-sleep algorithm for neural networks and the Helmholtz machine.
Jacek M. Zurada serves as a Professor of Electrical and Computer Engineering Department at the University of Louisville, Kentucky. His M.S. and Ph.D degrees are from Politechnika Gdaṅska ranked as #1 among Polish universities of technology. He has held visiting appointments at Swiss Federal Institute of Technology, Zurich, Princeton, Northeastern, Auburn, and at overseas universities in Australia, Chile, China, France, Germany, Hong Kong, Italy, Japan, Poland, Singapore, Spain, and South Africa. He is a Life Fellow of IEEE and a Fellow of International Neural Networks Society and Doctor Honoris Causa of Czestochowa Institute of Technology, Poland.
Sami Erol Gelenbe, a Turkish and French computer scientist, electronic engineer and applied mathematician, pioneered the field of Computer System and Network Performance in Europe. Active in European Union research projects, he is Professor in the Institute of Theoretical and Applied Informatics of the Polish Academy of Sciences (2017-), Associate Researcher in the I3S Laboratory and Abraham de Moivre Laboratory. Previous Chaired professorships include the University of Liège (1974-1979), University Paris-Saclay (1979-1986), University Paris Descartes (1986-2005), ECE Chair at Duke University (1993-1998), University Chair Professor and Director of EECS, University of Central Florida (1998-2003), and Dennis Gabor Professor and Head of Intelligent Systems and Networks, Imperial College (2003-2019).
Richard S. Sutton is a Canadian computer scientist. He is a distinguished research scientist at DeepMind and a professor of computing science at the University of Alberta. Sutton is considered one of the founders of modern computational reinforcement learning, having several significant contributions to the field, including temporal difference learning and policy gradient methods.
Daniela L. Rus is a roboticist and computer scientist, Director of the MIT Computer Science and Artificial Intelligence Laboratory (CSAIL), and the Andrew and Erna Viterbi Professor in the Department of Electrical Engineering and Computer Science (EECS) at the Massachusetts Institute of Technology.
The Manning College of Information and Computer Sciences is a college at the University of Massachusetts Amherst. Computer Science at University of Massachusetts Amherst began as a department in 1964. In 2012, the Department of Computer Science became a school, and in 2015 it became the College of Information and Computer Sciences.
Klaus-Robert Müller is a German computer scientist and physicist, most noted for his work in machine learning and brain–computer interfaces.
Stefan Schaal is a German-American computer scientist specializing in robotics, machine learning, autonomous systems, and computational neuroscience.
Prashant Shenoy is an Indian-American Computer Scientist. He is a Distinguished Professor of Computer Science in the College of Information and Computer Sciences at the University of Massachusetts Amherst. He is known for his contributions to distributed computing, computer networks, cloud computing, and computational sustainability.
Victor R. Lesser is Distinguished Professor Emeritus in the School of Computer Science at the University of Massachusetts at Amherst and the Director of Multi-Agent Systems Laboratory. He is widely considered as the founding father of multi-agent systems. He received the IJCAI Award for Research Excellence in 2009.
Donald C. Wunsch II is Mary K. Finley Distinguished Professor of computer engineering at the Missouri University of Science and Technology, and a Fellow of the Institute of Electrical and Electronics Engineers He is known for his work on " hardware implementations, reinforcement and unsupervised learning".
Barna Saha is an Indian-American theoretical computer scientist whose research interests include algorithmic applications of the probabilistic method, probabilistic databases, fine-grained complexity, and the analysis of big data. She is an associate professor and Jacobs Faculty Scholar in the Department of Computer Science & Engineering at the University of California, San Diego.
