Michael Kearns
(4 articles)
2006
MCTS
Monte Carlo Tree Search
Monte Carlo Tree Search
A heuristic search algorithm utilized in decision-making processes often associated with game playing to explore large decision spaces by executing randomized simulations.
Generality: 675
2012
Fairness-Aware Machine Learning
Focuses on developing algorithms that ensure equitable treatment and outcomes across different demographic groups.
Generality: 797
2017
Counterfactual Fairness
ML concept that ensures decisions remain fair by being unaffected by sensitive attributes, such as race or gender, in hypothetical scenarios where these attributes are altered.
Generality: 590
2018
Precomputed Policy
A strategy computed in advance for decision-making processes in AI systems, particularly within reinforcement learning, to optimize future actions.
Generality: 550