Search Results for author: Matt Jones

Found 5 papers, 1 papers with code

Robust priors for regularized regression

1 code implementation6 Oct 2020 Sebastian Bobadilla-Suarez, Matt Jones, Bradley C. Love

We successfully applied this approach to a number of decision and classification problems, as well as analyzing simulated brain imaging data.

Reinforcement Learning with Analogical Similarity to Guide Schema Induction and Attention

no code implementations28 Dec 2017 James M. Foster, Matt Jones

Research in analogical reasoning suggests that higher-order cognitive functions such as abstract reasoning, far transfer, and creativity are founded on recognizing structural similarities among relational systems.

Analogical Similarity reinforcement-learning

Sequential effects reflect parallel learning of multiple environmental regularities

no code implementations NeurIPS 2009 Matthew Wilder, Matt Jones, Michael C. Mozer

The Dynamic Belief Model (DBM) (Yu & Cohen, 2008) explains sequential effects in 2AFC tasks as a rational consequence of a dynamic internal representation that tracks second-order statistics of the trial sequence (repetition rates) and predicts whether the upcoming trial will be a repetition or an alternation of the previous trial.

Optimal Response Initiation: Why Recent Experience Matters

no code implementations NeurIPS 2008 Matt Jones, Sachiko Kinoshita, Michael C. Mozer

We propose a rationally motivated mathematical model of this sequential adaptation of control, based on a diffusion model of the decision process in which difficulty corresponds to the drift rate for the correct response.

Decision Making

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