Matthijs T. J. Spaan

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Publications

Citations

2.3K

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Active since

2002

Affiliations

Delft University of Technology(Current)

University of Amsterdam

University of Lisbon

Instituto Superior Técnico

INESC TEC

Matthijs T. J. Spaan is an author at Delft University of Technology specializing in markov decision processes, partially observable markov decision processes, and reinforcement learning.

ORCID

Publications per year

2002–2022

Publications

Point-Based Value Iteration for Continuous POMDPs

Josep M. Porta, Nikos Vlassis, Matthijs T. J. Spaan et al. · DIGITAL.CSIC (Spanish National Research Council (CSIC)) · 2006 · 246 citations · Full text

Business, Computer Science, Algorithms +16

Traffic flow optimization: A reinforcement learning approach

Erwin Walraven, Matthijs T. J. Spaan, Bram Bakker · Engineering Applications of Artificial Intelligence · 2016 · 182 citations

Engineering, Transportation Planning, Optimization +13

A point-based POMDP algorithm for robot planning

Matthijs T. J. Spaan, N. Spaan · 2004 · 131 citations · Full text

Business, Autonomous Systems, Computer Science +15

Decentralized multi-robot cooperation with auctioned POMDPs

Jesús Capitán, Matthijs T. J. Spaan, Luís Merino et al. · The International Journal of Robotics Research · 2013 · 115 citations

Engineering, Autonomous Systems, Computer Science +16

WCSAC: Worst-Case Soft Actor Critic for Safety-Constrained Reinforcement Learning

Qisong Yang, Thiago D. Simão, Simon H. Tindemans et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 95 citations · Full text

Engineering, Systems Engineering, Machine Learning +16

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