S. Ilker Birbil

78 papers A* 2C 1Misc 2Journal 69Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
Counterfactual explanations for linear optimization.
Eur. J. Oper. Res.
Jannis Kurtz, S. Ilker Birbil, Dick den Hertog
2026 J jnl
ECSEL: Explainable Classification via Signomial Equation Learning.
CoRR
Adia C. Lumadjeng, S. Ilker Birbil, Erman Acar
2026 J jnl
Linear Model Extraction via Factual and Counterfactual Queries.
CoRR
Daan Otto, Jannis Kurtz, Dick den Hertog, S. Ilker Birbil
2026 J jnl
Prediction of Depression Relapse Using Machine Learning With Administrative Data: Balancing Complexity and Simplicity.
Qual. Reliab. Eng. Int.
Paulina von Stackelberg, Rob Goedhart, Leo C. E. Huberts, Joran Lokkerbol, S. Ilker Birbil
2026 J jnl
The Role of Feature Interactions in Graph-based Tabular Deep Learning.
Trans. Mach. Learn. Res.
Elias Dubbeldam, Reza Mohammadi, Marit Schoonhoven, S. Ilker Birbil
2025 — conf
Clinicians’ Voice: Fundamental Considerations for XAI in Healthcare.
MLHC
Tabea E. Röber, Rob Goedhart, S. Ilker Birbil
2025 J jnl
Coherent Local Explanations for Mathematical Optimization.
CoRR
Daan Otto, Jannis Kurtz, S. Ilker Birbil
2025 J jnl
Communication strategies driving online health community patient awareness and engagement investigated within atrial fibrillation context.
npj Digit. Medicine
Myrthe F. Kuipers, Umut Konus, Bianca J. J. M. Brundel, S. Ilker Birbil
2025 J jnl
Counterfactual Explanations for Integer Optimization Problems.
CoRR
Felix Engelhardt, Jannis Kurtz, S. Ilker Birbil, Ted K. Ralphs
2025 A* conf
Enhancing Decision Making Through the Integration of Large Language Models and Operations Research Optimization.
AAAI
Segev Wasserkrug, Léonard Boussioux, Dick den Hertog, Farzaneh Mirzazadeh, S. Ilker Birbil, Jannis Kurtz, Donato Maragno
2025 J jnl
Generating Samples to Question Trained Models.
CoRR
E. Mehmet Kiral, Nursen Aydin, S. Ilker Birbil
2025 J jnl
Graph-based Tabular Deep Learning Should Learn Feature Interactions, Not Just Make Predictions.
CoRR
Elias Dubbeldam, Reza Mohammadi, Marit Schoonhoven, S. Ilker Birbil
2025 J jnl
Machine Learning for
INFORMS J. Comput.
Esther Julien, Krzysztof Postek, S. Ilker Birbil
2025 J jnl
Mixed-Integer Optimization with Constraint Learning.
Oper. Res.
Donato Maragno, Holly M. Wiberg, Dimitris Bertsimas, S. Ilker Birbil, Dick den Hertog, Adejuyigbe O. Fajemisin
2025 J jnl
Rule generation for classification: Scalability, interpretability, and fairness.
Comput. Oper. Res.
Tabea E. Röber, Adia C. Lumadjeng, M. Hakan Akyüz, S. Ilker Birbil
2024 J jnl
Clinicians' Voice: Fundamental Considerations for XAI in Healthcare.
CoRR
Tabea Röber, Rob Goedhart, S. Ilker Birbil
2024 J jnl
Comparison of threshold tuning methods for predictive monitoring.
Qual. Reliab. Eng. Int.
Paulina von Stackelberg, Rob Goedhart, S. Ilker Birbil, Ronald J. M. M. Does
2024 J jnl
Counterfactual Explanations for Linear Optimization.
CoRR
Jannis Kurtz, S. Ilker Birbil, Dick den Hertog
2024 J jnl
Finding Regions of Counterfactual Explanations via Robust Optimization.
INFORMS J. Comput.
Donato Maragno, Jannis Kurtz, Tabea E. Röber, Rob Goedhart, S. Ilker Birbil, Dick den Hertog
2024 J jnl
From Large Language Models and Optimization to Decision Optimization CoPilot: A Research Manifesto.
CoRR
Segev Wasserkrug, Léonard Boussioux, Dick den Hertog, Farzaneh Mirzazadeh, S. Ilker Birbil, Jannis Kurtz, Donato Maragno
2024 J jnl
Output-Constrained Decision Trees.
CoRR
S. Ilker Birbil, Doganay Özese, Mustafa Gökçe Baydogan
2023 A* conf
Differentially Private Distributed Bayesian Linear Regression with MCMC.
ICML
Baris Alparslan, Sinan Yildirim, S. Ilker Birbil
2023 J jnl
Differentially Private Distributed Bayesian Linear Regression with MCMC.
CoRR
Baris Alparslan, Sinan Yildirim, S. Ilker Birbil
2023 J jnl
Finding Regions of Counterfactual Explanations via Robust Optimization.
CoRR
Donato Maragno, Jannis Kurtz, Tabea E. Röber, Rob Goedhart, S. Ilker Birbil, Dick den Hertog
2023 J jnl
Fixing confirmation bias in feature attribution methods via semantic match.
CoRR
Giovanni Cinà, Daniel Fernandez-Llaneza, Nishant Mishra, Tabea E. Röber, Sandro Pezzelle, Iacer Calixto, Rob Goedhart, S. Ilker Birbil
2023 J jnl
Masking primal and dual models for data privacy in network revenue management.
Eur. J. Oper. Res.
Utku Karaca, S. Ilker Birbil, Nursen Aydin, Gizem Mullaoglu
2023 — conf
Semantic match: Debugging feature attribution methods in XAI for healthcare.
CHIL
Giovanni Cinà, Tabea E. Röber, Rob Goedhart, S. Ilker Birbil
2023 J jnl
Semantic match: Debugging feature attribution methods in XAI for healthcare.
CoRR
Giovanni Cinà, Tabea E. Röber, Rob Goedhart, S. Ilker Birbil
2022 J jnl
Co-designing algorithms for governance: Ensuring responsible and accountable algorithmic management of refugee camp supplies.
Big Data Soc.
Rianne Dekker, Paul Koot, S. Ilker Birbil, Mark van Embden Andres
2022 J jnl
Counterfactual Explanations Using Optimization With Constraint Learning.
CoRR
Donato Maragno, Tabea E. Röber, S. Ilker Birbil
2022 J jnl
Differentially Private Accelerated Optimization Algorithms.
SIAM J. Optim.
Nurdan Kuru, S. Ilker Birbil, Mert Gürbüzbalaban, Sinan Yildirim
2022 J jnl
Machine Learning for K-adaptability in Two-stage Robust Optimization.
CoRR
Esther Julien, Krzysztof Postek, S. Ilker Birbil
2022 J jnl
Why we do need Explainable AI for Healthcare.
CoRR
Giovanni Cinà, Tabea Röber, Rob Goedhart, S. Ilker Birbil
2021 J jnl
Bolstering Stochastic Gradient Descent with Model Building.
CoRR
S. Ilker Birbil, Ozgur Martin, Gönenç Onay, Figen Öztoprak
2021 J jnl
Differential Privacy in Multi-Party Resource Sharing.
CoRR
Utku Karaca, S. Ilker Birbil, Nursen Aydin, Gizem Mullaoglu
2021 J jnl
Discovering Classification Rules for Interpretable Learning with Linear Programming.
CoRR
M. Hakan Akyüz, S. Ilker Birbil
2021 J jnl
Learning with Subset Stacking.
CoRR
S. Ilker Birbil, Sinan Yildirim, Kaya Gokalp, M. Hakan Akyüz
2021 J jnl
Mixed-Integer Optimization with Constraint Learning.
CoRR
Donato Maragno, Holly M. Wiberg, Dimitris Bertsimas, S. Ilker Birbil, Dick den Hertog, Adejuyigbe O. Fajemisin
2020 J jnl
Differentially Private Accelerated Optimization Algorithms.
CoRR
Nurdan Kuru, S. Ilker Birbil, Mert Gürbüzbalaban, Sinan Yildirim
2020 J jnl
Low-dimensional Interpretable Kernels with Conic Discriminant Functions for Classification.
CoRR
Gürhan Ceylan, S. Ilker Birbil
2020 J jnl
Multi-objective temporal bin packing problem: An application in cloud computing.
Comput. Oper. Res.
Nursen Aydin, Ibrahim Muter, S. Ilker Birbil
2020 J jnl
Rule Covering for Interpretation and Boosting.
CoRR
S. Ilker Birbil, Mert Edali, Birol Yüceoglu
2019 J jnl
A framework for parallel second order incremental optimization algorithms for solving partially separable problems.
Comput. Optim. Appl.
Kamer Kaya, Figen Öztoprak, S. Ilker Birbil, A. Taylan Cemgil, Umut Simsekli, Nurdan Kuru, Hazal Koptagel, M. Kaan Öztürk
2018 J jnl
Benders decomposition and column-and-row generation for solving large-scale linear programs with column-dependent-rows.
Eur. J. Oper. Res.
Ibrahim Muter, S. Ilker Birbil, Kerem Bülbül
2018 J jnl
Decomposition methods for dynamic room allocation in hotel revenue management.
Eur. J. Oper. Res.
Nursen Aydin, S. Ilker Birbil
2018 J jnl
Reassessment and Monitoring of Loan Applications with Machine Learning.
Appl. Artif. Intell.
Zeynep Boz, Dilek Günneç, S. Ilker Birbil, M. Kaan Öztürk
2017 J jnl
Delayed Purchase Options in Single-Leg Revenue Management.
Transp. Sci.
Nursen Aydin, S. Ilker Birbil, Huseyin Topaloglu
2017 — conf
Parallelized Preconditioned Model Building Algorithm for Matrix Factorization.
MOD
Kamer Kaya, S. Ilker Birbil, M. Kaan Öztürk, Amir Gohari
2016 J jnl
Approximating the minimum hub cover problem on planar graphs.
Optim. Lett.
Belma Yelbay, S. Ilker Birbil, Kerem Bülbül, Hasan M. Jamil
2015 J jnl
HAMSI: Distributed Incremental Optimization Algorithm Using Quadratic Approximations for Partially Separable Problems.
CoRR
Umut Simsekli, Hazal Koptagel, Figen Öztoprak, S. Ilker Birbil, Ali Taylan Cemgil
2014 J jnl
A Network Airline Revenue Management Framework Based on Decomposition by Origins and Destinations.
Transp. Sci.
S. Ilker Birbil, J. B. G. Frenk, Joaquim A. S. Gromicho, Shuzhong Zhang
2013 Misc conf
A mixed integer linear programming formulation for the sparse recovery problem in compressed sensing.
ICASSP
Nazim Burak Karahanoglu, Hakan Erdogan, S. Ilker Birbil
2013 J jnl
Multiagent cooperation for solving global optimization problems: an extendible framework with example cooperation strategies.
J. Glob. Optim.
Fatma Basak Aydemir, Akin Günay, Figen Öztoprak, S. Ilker Birbil, Pinar Yolum
2013 J jnl
Simultaneous column-and-row generation for large-scale linear programs with column-dependent-rows.
Math. Program.
Ibrahim Muter, S. Ilker Birbil, Kerem Bülbül
2013 J jnl
Single-Leg Airline Revenue Management with Overbooking.
Transp. Sci.
Nursen Aydin, S. Ilker Birbil, J. B. G. Frenk, Nilay Noyan
2013 J jnl
Solving a robust airline crew pairing problem with column generation.
Comput. Oper. Res.
Ibrahim Muter, S. Ilker Birbil, Kerem Bülbül, Güvenç Sahin, Hüsnü Yenigün, Duygu Tas, Dilek Tüzün
2013 J jnl
Trade-offs Computing Minimum Hub Cover toward Optimized Graph Query Processing.
CoRR
Belma Yelbay, S. Ilker Birbil, Kerem Bülbül, Hasan M. Jamil
2012 J jnl
A note on "A LP-based heuristic for a time-constrained routing problem".
Eur. J. Oper. Res.
Ibrahim Muter, S. Ilker Birbil, Kerem Bülbül, Güvenç Sahin
2012 J jnl
Tractable Open Loop Policies for Joint Overbooking and Capacity Control Over a Single Flight Leg with Multiple Fare Classes.
Transp. Sci.
Huseyin Topaloglu, S. Ilker Birbil, J. B. G. Frenk, Nilay Noyan
2011 J jnl
A symmetric rank-one quasi-Newton line-search method using negative curvature directions.
Optim. Methods Softw.
Figen Öztoprak, S. Ilker Birbil
2010 J jnl
Combination of Metaheuristic and Exact Algorithms for Solving Set Covering-Type Optimization Problems.
INFORMS J. Comput.
Ibrahim Muter, S. Ilker Birbil, Güvenç Sahin
2009 J jnl
Robust crew pairing for managing extra flights.
Comput. Oper. Res.
Hatice Tekiner, S. Ilker Birbil, Kerem Bülbül
2009 — conf
Solving Global Optimization Problems Using MANGO.
KES-AMSTA
Akin Günay, Figen Öztoprak, S. Ilker Birbil, Pinar Yolum
2009 J jnl
The Role of Robust Optimization in Single-Leg Airline Revenue Management.
Manag. Sci.
S. Ilker Birbil, J. B. G. Frenk, Joaquim A. S. Gromicho, Shuzhong Zhang
2008 J jnl
Solving the sum-of-ratios problem by a stochastic search algorithm.
J. Glob. Optim.
Wei-Ying Wu, Ruey-Lin Sheu, S. Ilker Birbil
2007 J jnl
A deterministic inventory/production model with general inventory cost rate function and piecewise linear concave production costs.
Eur. J. Oper. Res.
Z. Pelin Bayindir, S. Ilker Birbil, J. B. G. Frenk
2007 J jnl
An elementary proof of the Fritz-John and Karush-Kuhn-Tucker conditions in nonlinear programming.
Eur. J. Oper. Res.
S. Ilker Birbil, J. B. G. Frenk, Georg J. Still
2007 J jnl
Solving variational inequalities defined on a domain with infinitely many linear constraints.
Comput. Optim. Appl.
Shu-Cherng Fang, Soon-Yi Wu, S. Ilker Birbil
2006 J jnl
Equilibrium constrained optimization problems.
Eur. J. Oper. Res.
S. Ilker Birbil, Gemayqzel Bouza, J. B. G. Frenk, Georg J. Still
2006 J jnl
Solving Stochastic Mathematical Programs with Complementarity Constraints Using Simulation.
Math. Oper. Res.
S. Ilker Birbil, Gül Gürkan, Ovidiu Listes
2006 J jnl
The joint replenishment problem with variable production costs.
Eur. J. Oper. Res.
Z. Pelin Bayindir, S. Ilker Birbil, J. B. G. Frenk
2005 J jnl
On the Finite Termination of an Entropy Function Based Non-Interior Continuation Method for Vertical Linear Complementarity Problems.
J. Glob. Optim.
Shu-Cherng Fang, JiYe Han, Zheng-Hai Huang, S. Ilker Birbil
2005 J jnl
Recursive approximation of the high dimensional max function.
Oper. Res. Lett.
S. Ilker Birbil, Shu-Cherng Fang, J. B. G. Frenk, Shuzhong Zhang
2004 J jnl
An entropic regularization approach for mathematical programs with equilibrium constraints.
Comput. Oper. Res.
S. Ilker Birbil, Shu-Cherng Fang, JiYe Han
2004 J jnl
On the Convergence of a Population-Based Global Optimization Algorithm.
J. Glob. Optim.
S. Ilker Birbil, Shu-Cherng Fang, Ruey-Lin Sheu
2004 Misc conf
Solving Stochastic Mathematical Programs with Complementarity Constraints Using Simulation.
WSC
S. Ilker Birbil, Gül Gürkan, Ovidiu Listes
2003 C conf
A Global Optimization Method for Solving Fuzzy Relation Equations.
IFSA
S. Ilker Birbil, Orhan Feyzioglu
2003 J jnl
An Electromagnetism-like Mechanism for Global Optimization.
J. Glob. Optim.
S. Ilker Birbil, Shu-Cherng Fang