3 papers
cs.AI2019
Compiling Stochastic Constraint Programs to And-Or Decision Diagrams
Behrouz Babaki, Golnoosh Farnadi, Gilles Pesant
Factored stochastic constraint programming (FSCP) is a formalism to represent multi-stage decision making problems under uncertainty. FSCP models support factorized probabilistic m…
cs.LG2019
Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns
YooJung Choi, Golnoosh Farnadi, Behrouz Babaki +1
As machine learning is increasingly used to make real-world decisions, recent research efforts aim to define and ensure fairness in algorithmic decision making. Existing methods of…
cs.AI2018
Stochastic Constraint Optimization using Propagation on Ordered Binary Decision Diagrams
Anna L. D. Latour, Behrouz Babaki, Siegfried Nijssen
A number of problems in relational Artificial Intelligence can be viewed as Stochastic Constraint Optimization Problems (SCOPs). These are constraint optimization problems that inv…