4 citations · 8 across the 5 of their papers we have counts for
5 papers
Guided Data Generation for Understanding Model Behavior
Eren Mehmet Kıral, Nurşen Aydın, Ş. İlker Birbil
We propose a method for generating distributions over the input space as an inspection tool for understanding trained models. Our framework poses questions of the form ``which inpu…
Differentially Private Linear Optimization for Multi-Party Resource Sharing
Utku Karaca, Nursen Aydin, Sinan Yildirim +1
This study examines a resource-sharing problem involving multiple parties that agree to use a set of capacities together. We start with modeling the whole problem as a mathematical…
Masking Primal and Dual Models for Data Privacy in Network Revenue Management
Utku Karaca, S. Ilker Birbil, Nursen Aydin +1
We study a collaborative revenue management problem where multiple decentralized parties agree to share some of their capacities. This collaboration is performed by constructing a…
Rule Covering for Interpretation and Boosting
S. Ilker Birbil, Mert Edali, Birol Yuceoglu
We propose two algorithms for interpretation and boosting of tree-based ensemble methods. Both algorithms make use of mathematical programming models that are constructed with a se…
Trade-offs Computing Minimum Hub Cover toward Optimized Graph Query Processing
Belma Yelbay, S. Ilker Birbil, Kerem Bulbul +1
As techniques for graph query processing mature, the need for optimization is increasingly becoming an imperative. Indices are one of the key ingredients toward efficient query pro…