118 citations · 249 across the 32 of their papers we have counts for
4 papers · 1 filter
Smart Predict-and-Optimize for Hard Combinatorial Optimization Problems
Jaynta Mandi, Emir Demirović, Peter. J Stuckey +1
Combinatorial optimization assumes that all parameters of the optimization problem, e.g. the weights in the objective function is fixed. Often, these weights are mere estimates and…
Towards Improving Solution Dominance with Incomparability Conditions: A case-study using Generator Itemset Mining
Gökberk Koçak, Özgür Akgün, Tias Guns +1
Finding interesting patterns is a challenging task in data mining. Constraint based mining is a well-known approach to this, and one for which constraint programming has been shown…
Vehicle routing by learning from historical solutions
Rocsildes Canoy, Tias Guns
The goal of this paper is to investigate a decision support system for vehicle routing, where the routing engine learns from the subjective decisions that human planners have made…
Learning Relational Representations with Auto-encoding Logic Programs
Sebastijan Dumancic, Tias Guns, Wannes Meert +1
Deep learning methods capable of handling relational data have proliferated over the last years. In contrast to traditional relational learning methods that leverage first-order lo…