F
Frans A. Oliehoek
Researcher at Delft University of Technology
Publications - 169
Citations - 5942
Frans A. Oliehoek is an academic researcher from Delft University of Technology. The author has contributed to research in topics: Partially observable Markov decision process & Markov decision process. The author has an hindex of 28, co-authored 151 publications receiving 4955 citations. Previous affiliations of Frans A. Oliehoek include École Polytechnique Fédérale de Lausanne & Massachusetts Institute of Technology.
Papers
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Journal ArticleDOI
Bayesian Reinforcement Learning in Factored POMDPs
TL;DR: This paper provides an overview of research and development activities in the field of autonomous agents and multi-agent systems and aims to identify key concepts and applications, and to indicate how they relate to one-another.
Book
A Concise Introduction to Decentralized POMDPs
TL;DR: This book introduces multiagent planning under uncertainty as formalized by decentralized partially observable Markov decision processes (Dec-POMDPs).
Journal ArticleDOI
Optimal and approximate Q-value functions for decentralized POMDPs
TL;DR: This paper studies whether similar Q-value functions can be defined for decentralized POMDP models (Dec-POMDPs), and how policies can be extracted from such value functions, and describes a family of algorithms for extracting policies from such Q- value functions.
Journal ArticleDOI
Optimal and Approximate Q-value Functions for Decentralized POMDPs
TL;DR: In this paper, the authors study whether similar Q-value functions can be defined for decentralized POMDP models (Dec-POMDPs), and how policies can be extracted from such value functions.
Journal ArticleDOI
A Research Agenda for Hybrid Intelligence: Augmenting Human Intellect With Collaborative, Adaptive, Responsible, and Explainable Artificial Intelligence
Zeynep Akata,Daniel Balliet,Maarten de Rijke,Frank Dignum,Virginia Dignum,Guszti Eiben,Antske Fokkens,Davide Grossi,Koen V. Hindriks,Holger H. Hoos,Hayley Hung,Catholijn M. Jonker,Christof Monz,Mark A. Neerincx,Frans A. Oliehoek,Henry Prakken,Stefan Schlobach,Linda C. van der Gaag,Frank van Harmelen,Herke van Hoof,Birna van Riemsdijk,Aimee van Wynsberghe,Rineke Verbrugge,Bart Verheij,Piek Vossen,Max Welling +25 more
TL;DR: This work defines hybrid intelligence as the combination of human and machine intelligence, augmenting human intellect and capabilities instead of replacing them and achieving goals that were unreachable by either humans or machines.