Search Results for author: Behrouz Babaki

Found 3 papers, 1 papers with code

Compiling Stochastic Constraint Programs to And-Or Decision Diagrams

no code implementations23 Sep 2019 Behrouz Babaki, Golnoosh Farnadi, Gilles Pesant

In this paper we show how identifying and exploiting these identical subproblems can simplify solving them and leads to a compact representation of the solution.

Decision Making

Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns

1 code implementation10 Jun 2019 YooJung Choi, Golnoosh Farnadi, Behrouz Babaki, Guy Van Den Broeck

As machine learning is increasingly used to make real-world decisions, recent research efforts aim to define and ensure fairness in algorithmic decision making.

Decision Making Fairness

Stochastic Constraint Optimization using Propagation on Ordered Binary Decision Diagrams

no code implementations3 Jul 2018 Anna L. D. Latour, Behrouz Babaki, Siegfried Nijssen

For the specific case of monotonic distributions, we suggest an alternative method for using CP in SCOP, based on the development of a new propagator; we show that this propagator is linear in the size of the OBDD, and has the potential to be more efficient than the decomposition method, as it maintains domain consistency.

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