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153
Voted
ALDT
2015
Springer
17views Algorithms» more  ALDT 2015»
9 years 11 months ago
Reducing the Number of Queries in Interactive Value Iteration
To tackle the potentially hard task of defining the reward function in a Markov Decision Process (MDPs), a new approach, called Interactive Value Iteration (IVI) has recently been...
Hugo Gilbert, Olivier Spanjaard, Paolo Viappiani, ...
112
Voted
ALDT
2015
Springer
23views Algorithms» more  ALDT 2015»
9 years 11 months ago
Towards Decision Making via Expressive Probabilistic Ontologies
Abstract. We propose a framework for automated multi-attribute decision making, employing the probabilistic non-monotonic description logics proposed by Lukasiewicz in 2008. Using ...
Erman Acar, Camilo Thorne, Heiner Stuckenschmidt
136
Voted
ALDT
2015
Springer
24views Algorithms» more  ALDT 2015»
9 years 11 months ago
Beyond Theory and Data in Preference Modeling: Bringing Humans into the Loop
Many mathematical frameworks aim at modeling human preferences, employing a number of methods including utility functions, qualitative preference statements, constraint optimizatio...
Thomas E. Allen, Muye Chen, Judy Goldsmith, Nichol...
130
Voted
ALDT
2015
Springer
22views Algorithms» more  ALDT 2015»
9 years 11 months ago
Choquet Integral Versus Weighted Sum in Multicriteria Decision Contexts
In this paper, we address the problem of comparing the performances of two popular aggregation operators, the weighted sum and the Choquet integral, for selecting the best alternat...
Thibaut Lust
131
Voted
ALDT
2015
Springer
14views Algorithms» more  ALDT 2015»
9 years 11 months ago
Sequential Extensions of Causal and Evidential Decision Theory
Moving beyond the dualistic view in AI where agent and environment are separated incurs new challenges for decision making, as calculation of expected utility is no longer straigh...
Tom Everitt, Jan Leike, Marcus Hutter