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» Towards a theory of events
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KR
2004
Springer
15 years 5 months ago
Causation and Causal Conditionals
Causation is defined recursively: event e is the cause of condition φ in context c iff e is the only sufficient cause of φ in c, and removing e from c either removes φ from c...
John Bell
ESOP
2011
Springer
14 years 3 months ago
Measure Transformer Semantics for Bayesian Machine Learning
Abstract. The Bayesian approach to machine learning amounts to inferring posterior distributions of random variables from a probabilistic model of how the variables are related (th...
Johannes Borgström, Andrew D. Gordon, Michael...

Publication
233views
13 years 10 months ago
Sparse reward processes
We introduce a class of learning problems where the agent is presented with a series of tasks. Intuitively, if there is relation among those tasks, then the information gained duri...
Christos Dimitrakakis
AUTOMATICA
2002
107views more  AUTOMATICA 2002»
14 years 11 months ago
On optimal control of a class of partially observed discrete event systems
We are interestedin a newclassof optimal control problemsfor DiscreteEvent Systems (DES). Weadopt theformalismof supervisorycontrol theory 10] andmodel thesystemas a nitestatemach...
Hervé Marchand, Olivier Boivineau, St&eacut...
PADS
2004
ACM
15 years 5 months ago
Formalization and Strictness of Simulation Event Orderings
This paper advocates the use of a formal framework for analyzing simulation performance. Simulation performance is characterized based on the three simulation development process ...
Yong Meng Teo, Bhakti S. S. Onggo