Entropy-based Exploration

Entropy-Based Exploration is a reinforcement learning exploration strategy that uses the entropy of the policy distribution as a measure of uncertainty to encourage the agent to visit states and take actions that maximize information gain and reduce predictive uncertainty.

Publications

846

Citations

114

Authors

Institutions

Publications per year

2017–2026

Parents

Exploration-exploitation Tradeoff

Publications

Provably Efficient Maximum Entropy Exploration

Elad Hazan, Sham M. Kakade, Karan Singh et al. · arXiv (Cornell University) · 2018 · 96 citations · Full text

Computing, Computer Science, Algorithms +16

Exploration of gene–gene interaction effects using entropy-based methods

Changzheng Dong, Xun Chu, Ying Wang et al. · European Journal of Human Genetics · 2007 · 81 citations · Full text

Life Sciences, Bioinformatics, Genetics +9

Autonomous robotic exploration using a utility function based on Rényi’s general theory of entropy

Henry Carrillo, Philip Dames, Vijay Kumar et al. · Autonomous Robots · 2017 · 61 citations

Natural Sciences, Autonomous Systems, Computer Science +16

A Markov-Based Recommendation Model for Exploring the Transfer of Learning on the Web

Yueh Min Huang, Tien Chi Huang, Kun Te Wang et al. · 2009 · 59 citations

Education, Educational Technology, Higher Education +17

A kriging and entropy-based approach to raingauge network design

Pengcheng Xu, Dong Wang, Vijay P. Singh et al. · Environmental Research · 2017 · 45 citations

Natural Resources, Earth Sciences, Hydrology +14

1–5 of 29

Authors

114

MT
Marc Toussaint
University of Stuttgart, Germany
2 publications · 33 citations
2
h-index
DS
Dale Schuurmans
University of Alberta, Canada
2 publications · 62 citations
2
h-index
KS
Karan Singh
Princeton University, United States
2 publications · 106 citations
2
h-index
SM
Sham M. Kakade
Microsoft (United States), United States
2 publications · 106 citations
2
h-index
JK
Johannes Kulick
University of Alabama in Huntsville, United States
2 publications · 33 citations
2
h-index

1–5 of 114

Institutions

1–8 of 55

Venues

arXiv (Cornell University)
Repository · 6 publications · 228 citations
6
h-index
Sensors
1 publications · 12 citations
1
h-index
Frontiers in Neuroscience
1 publications · 11 citations
1
h-index
Environmental Research
1 publications · 45 citations
1
h-index
Environment and Planning B Planning and Design
1 publications · 10 citations
1
h-index

1–5