Search Results for author: Andrew Howes

Found 4 papers, 1 papers with code

Likelihood-Free Inference in State-Space Models with Unknown Dynamics

1 code implementation NeurIPS Workshop Deep_Invers 2021 Alexander Aushev, Thong Tran, Henri Pesonen, Andrew Howes, Samuel Kaski

We propose a way of doing likelihood-free inference (LFI) of states and state prediction with a limited number of simulations.

Implications of Human Irrationality for Reinforcement Learning

no code implementations7 Jun 2020 Haiyang Chen, Hyung Jin Chang, Andrew Howes

Recent work in the behavioural sciences has begun to overturn the long-held belief that human decision making is irrational, suboptimal and subject to biases.

BIG-bench Machine Learning Decision Making +1

Inferring Cognitive Models from Data using Approximate Bayesian Computation

no code implementations2 Dec 2016 Antti Kangasrääsiö, Kumaripaba Athukorala, Andrew Howes, Jukka Corander, Samuel Kaski, Antti Oulasvirta

An important problem for HCI researchers is to estimate the parameter values of a cognitive model from behavioral data.

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