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ORCIDS. Ilker Birbil
Ş. İlker Birbil
Person information
- unicode name: Ş. İlker Birbil
- affiliation: University of Amsterdam, Business School, Amsterdam, The Netherlands
- affiliation (former): Erasmus University Rotterdam, Rotterdam, The Netherlands
- affiliation (former): Sabanci University, Turkey
- affiliation (former, PhD 2002): North Carolina State University, Raleigh, NC, USA
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2020 – today
- 2026
[j42]Jannis Kurtz
, S. Ilker Birbil, Dick den Hertog:
Counterfactual explanations for linear optimization. Eur. J. Oper. Res. 329(1): 24-41 (2026)- [j41]Paulina von Stackelberg, Rob Goedhart, Leo C. E. Huberts, Joran Lokkerbol, S. Ilker Birbil:
Prediction of Depression Relapse Using Machine Learning With Administrative Data: Balancing Complexity and Simplicity. Qual. Reliab. Eng. Int. 42(3): 1009-1022 (2026) - [j40]Elias Dubbeldam, Reza Mohammadi, Marit Schoonhoven, S. Ilker Birbil:
The Role of Feature Interactions in Graph-based Tabular Deep Learning. Trans. Mach. Learn. Res. 2026 (2026) - [i27]Adia C. Lumadjeng, S. Ilker Birbil, Erman Acar:
ECSEL: Explainable Classification via Signomial Equation Learning. CoRR abs/2601.21789 (2026) - [i26]Daan Otto, Jannis Kurtz, Dick den Hertog, S. Ilker Birbil:
Linear Model Extraction via Factual and Counterfactual Queries. CoRR abs/2602.09748 (2026) - 2025
- [j39]Tabea E. Röber, Adia C. Lumadjeng, M. Hakan Akyüz, S. Ilker Birbil:
Rule generation for classification: Scalability, interpretability, and fairness. Comput. Oper. Res. 183: 107163 (2025) - [j38]Esther Julien, Krzysztof Postek, S. Ilker Birbil:
Machine Learning for K-Adaptability in Two-Stage Robust Optimization. INFORMS J. Comput. 37(3): 644-665 (2025) - [j37]Donato Maragno, Holly M. Wiberg, Dimitris Bertsimas, S. Ilker Birbil, Dick den Hertog, Adejuyigbe O. Fajemisin:
Mixed-Integer Optimization with Constraint Learning. Oper. Res. 73(2): 1011-1028 (2025) - [j36]Myrthe F. Kuipers, Umut Konus, Bianca J. J. M. Brundel, S. Ilker Birbil:
Communication strategies driving online health community patient awareness and engagement investigated within atrial fibrillation context. npj Digit. Medicine 8(1) (2025) - [c9]Segev Wasserkrug, Léonard Boussioux, Dick den Hertog, Farzaneh Mirzazadeh, S. Ilker Birbil, Jannis Kurtz, Donato Maragno:
Enhancing Decision Making Through the Integration of Large Language Models and Operations Research Optimization. AAAI 2025: 28643-28650 - [c8]Tabea E. Röber, Rob Goedhart, S. Ilker Birbil:
Clinicians’ Voice: Fundamental Considerations for XAI in Healthcare. MLHC 2025: 1-27 - [i25]Daan Otto, Jannis Kurtz, S. Ilker Birbil:
Coherent Local Explanations for Mathematical Optimization. CoRR abs/2502.04840 (2025) - [i24]E. Mehmet Kiral, Nursen Aydin, S. Ilker Birbil:
Generating Samples to Question Trained Models. CoRR abs/2502.06658 (2025) - [i23]Elias Dubbeldam, Reza Mohammadi, Marit Schoonhoven, S. Ilker Birbil:
Graph-based Tabular Deep Learning Should Learn Feature Interactions, Not Just Make Predictions. CoRR abs/2510.04543 (2025) - [i22]Felix Engelhardt, Jannis Kurtz, S. Ilker Birbil, Ted K. Ralphs:
Counterfactual Explanations for Integer Optimization Problems. CoRR abs/2510.17624 (2025) - 2024
- [j35]Donato Maragno, Jannis Kurtz, Tabea E. Röber, Rob Goedhart, S. Ilker Birbil, Dick den Hertog:
Finding Regions of Counterfactual Explanations via Robust Optimization. INFORMS J. Comput. 36(5): 1316-1334 (2024) - [j34]Paulina von Stackelberg, Rob Goedhart, S. Ilker Birbil, Ronald J. M. M. Does:
Comparison of threshold tuning methods for predictive monitoring. Qual. Reliab. Eng. Int. 40(1): 499-512 (2024) - [i21]Segev Wasserkrug, Léonard Boussioux, Dick den Hertog, Farzaneh Mirzazadeh, S. Ilker Birbil, Jannis Kurtz, Donato Maragno:
From Large Language Models and Optimization to Decision Optimization CoPilot: A Research Manifesto. CoRR abs/2402.16269 (2024) - [i20]S. Ilker Birbil, Doganay Özese, Mustafa Gökçe Baydogan:
Output-Constrained Decision Trees. CoRR abs/2405.15314 (2024) - [i19]Jannis Kurtz, S. Ilker Birbil, Dick den Hertog:
Counterfactual Explanations for Linear Optimization. CoRR abs/2405.15431 (2024) - [i18]Tabea Röber, Rob Goedhart, S. Ilker Birbil:
Clinicians' Voice: Fundamental Considerations for XAI in Healthcare. CoRR abs/2411.04855 (2024) - 2023
- [j33]Utku Karaca, S. Ilker Birbil, Nursen Aydin, Gizem Mullaoglu:
Masking primal and dual models for data privacy in network revenue management. Eur. J. Oper. Res. 308(2): 818-831 (2023) - [c7]Giovanni Cinà, Tabea E. Röber, Rob Goedhart, S. Ilker Birbil:
Semantic match: Debugging feature attribution methods in XAI for healthcare. CHIL 2023: 182-190 - [c6]Baris Alparslan, Sinan Yildirim, S. Ilker Birbil:
Differentially Private Distributed Bayesian Linear Regression with MCMC. ICML 2023: 627-641 - [i17]Giovanni Cinà, Tabea E. Röber, Rob Goedhart, S. Ilker Birbil:
Semantic match: Debugging feature attribution methods in XAI for healthcare. CoRR abs/2301.02080 (2023) - [i16]Donato Maragno, Jannis Kurtz, Tabea E. Röber, Rob Goedhart, S. Ilker Birbil, Dick den Hertog:
Finding Regions of Counterfactual Explanations via Robust Optimization. CoRR abs/2301.11113 (2023) - [i15]Baris Alparslan, Sinan Yildirim, S. Ilker Birbil:
Differentially Private Distributed Bayesian Linear Regression with MCMC. CoRR abs/2301.13778 (2023) - [i14]Giovanni Cinà, Daniel Fernandez-Llaneza, Nishant Mishra, Tabea E. Röber, Sandro Pezzelle, Iacer Calixto, Rob Goedhart, S. Ilker Birbil:
Fixing confirmation bias in feature attribution methods via semantic match. CoRR abs/2307.00897 (2023) - 2022
- [j32]Rianne Dekker, Paul Koot, S. Ilker Birbil, Mark van Embden Andres:
Co-designing algorithms for governance: Ensuring responsible and accountable algorithmic management of refugee camp supplies. Big Data Soc. 9(1): 205395172210878 (2022) - [j31]Nurdan Kuru, S. Ilker Birbil, Mert Gürbüzbalaban, Sinan Yildirim:
Differentially Private Accelerated Optimization Algorithms. SIAM J. Optim. 32(2): 795-821 (2022) - [i13]Giovanni Cinà, Tabea Röber, Rob Goedhart, S. Ilker Birbil:
Why we do need Explainable AI for Healthcare. CoRR abs/2206.15363 (2022) - [i12]Donato Maragno, Tabea E. Röber, S. Ilker Birbil:
Counterfactual Explanations Using Optimization With Constraint Learning. CoRR abs/2209.10997 (2022) - [i11]Esther Julien, Krzysztof Postek, S. Ilker Birbil:
Machine Learning for K-adaptability in Two-stage Robust Optimization. CoRR abs/2210.11152 (2022) - 2021
- [i10]M. Hakan Akyüz, S. Ilker Birbil:
Discovering Classification Rules for Interpretable Learning with Linear Programming. CoRR abs/2104.10751 (2021) - [i9]Utku Karaca, S. Ilker Birbil, Nursen Aydin, Gizem Mullaoglu:
Differential Privacy in Multi-Party Resource Sharing. CoRR abs/2110.10498 (2021) - [i8]Donato Maragno, Holly M. Wiberg, Dimitris Bertsimas, S. Ilker Birbil, Dick den Hertog, Adejuyigbe O. Fajemisin:
Mixed-Integer Optimization with Constraint Learning. CoRR abs/2111.04469 (2021) - [i7]S. Ilker Birbil, Ozgur Martin, Gönenç Onay, Figen Öztoprak:
Bolstering Stochastic Gradient Descent with Model Building. CoRR abs/2111.07058 (2021) - [i6]S. Ilker Birbil, Sinan Yildirim, Kaya Gokalp, M. Hakan Akyüz:
Learning with Subset Stacking. CoRR abs/2112.06251 (2021) - 2020
- [j30]Nursen Aydin, Ibrahim Muter, S. Ilker Birbil:
Multi-objective temporal bin packing problem: An application in cloud computing. Comput. Oper. Res. 121: 104959 (2020) - [i5]S. Ilker Birbil, Mert Edali, Birol Yüceoglu:
Rule Covering for Interpretation and Boosting. CoRR abs/2007.06379 (2020) - [i4]Gürhan Ceylan, S. Ilker Birbil:
Low-dimensional Interpretable Kernels with Conic Discriminant Functions for Classification. CoRR abs/2007.08986 (2020) - [i3]Nurdan Kuru, S. Ilker Birbil, Mert Gürbüzbalaban, Sinan Yildirim:
Differentially Private Accelerated Optimization Algorithms. CoRR abs/2008.01989 (2020)
2010 – 2019
- 2019
- [j29]Kamer Kaya, Figen Öztoprak, S. Ilker Birbil, A. Taylan Cemgil, Umut Simsekli, Nurdan Kuru, Hazal Koptagel, M. Kaan Öztürk:
A framework for parallel second order incremental optimization algorithms for solving partially separable problems. Comput. Optim. Appl. 72(3): 675-705 (2019) - 2018
- [j28]Zeynep Boz, Dilek Günneç, S. Ilker Birbil, M. Kaan Öztürk:
Reassessment and Monitoring of Loan Applications with Machine Learning. Appl. Artif. Intell. 32(9-10): 939-955 (2018) - [j27]Ibrahim Muter, S. Ilker Birbil, Kerem Bülbül:
Benders decomposition and column-and-row generation for solving large-scale linear programs with column-dependent-rows. Eur. J. Oper. Res. 264(1): 29-45 (2018) - [j26]Nursen Aydin, S. Ilker Birbil:
Decomposition methods for dynamic room allocation in hotel revenue management. Eur. J. Oper. Res. 271(1): 179-192 (2018) - 2017
- [j25]Nursen Aydin, S. Ilker Birbil, Huseyin Topaloglu:
Delayed Purchase Options in Single-Leg Revenue Management. Transp. Sci. 51(4): 1031-1045 (2017) - [c5]Kamer Kaya, S. Ilker Birbil, M. Kaan Öztürk, Amir Gohari:
Parallelized Preconditioned Model Building Algorithm for Matrix Factorization. MOD 2017: 376-388 - 2016
- [j24]Belma Yelbay, S. Ilker Birbil, Kerem Bülbül, Hasan M. Jamil:
Approximating the minimum hub cover problem on planar graphs. Optim. Lett. 10(1): 33-45 (2016) - 2015
- [i2]Umut Simsekli, Hazal Koptagel, Figen Öztoprak, S. Ilker Birbil, Ali Taylan Cemgil:
HAMSI: Distributed Incremental Optimization Algorithm Using Quadratic Approximations for Partially Separable Problems. CoRR abs/1509.01698 (2015) - 2014
- [j23]S. Ilker Birbil, J. B. G. Frenk, Joaquim A. S. Gromicho, Shuzhong Zhang:
A Network Airline Revenue Management Framework Based on Decomposition by Origins and Destinations. Transp. Sci. 48(3): 313-333 (2014) - 2013
- [j22]Ibrahim Muter, S. Ilker Birbil, Kerem Bülbül, Güvenç Sahin, Hüsnü Yenigün, Duygu Tas, Dilek Tüzün:
Solving a robust airline crew pairing problem with column generation. Comput. Oper. Res. 40(3): 815-830 (2013) - [j21]Fatma Basak Aydemir, Akin Günay, Figen Öztoprak, S. Ilker Birbil, Pinar Yolum:
Multiagent cooperation for solving global optimization problems: an extendible framework with example cooperation strategies. J. Glob. Optim. 57(2): 499-519 (2013) - [j20]Ibrahim Muter, S. Ilker Birbil, Kerem Bülbül:
Simultaneous column-and-row generation for large-scale linear programs with column-dependent-rows. Math. Program. 142(1-2): 47-82 (2013) - [j19]Nursen Aydin, S. Ilker Birbil, J. B. G. Frenk, Nilay Noyan:
Single-Leg Airline Revenue Management with Overbooking. Transp. Sci. 47(4): 560-583 (2013) - [c4]Nazim Burak Karahanoglu, Hakan Erdogan, S. Ilker Birbil:
A mixed integer linear programming formulation for the sparse recovery problem in compressed sensing. ICASSP 2013: 5870-5874 - [i1]Belma Yelbay, S. Ilker Birbil, Kerem Bülbül, Hasan M. Jamil:
Trade-offs Computing Minimum Hub Cover toward Optimized Graph Query Processing. CoRR abs/1311.1626 (2013) - 2012
- [j18]Ibrahim Muter, S. Ilker Birbil, Kerem Bülbül, Güvenç Sahin:
A note on "A LP-based heuristic for a time-constrained routing problem". Eur. J. Oper. Res. 221(2): 306-307 (2012) - [j17]Huseyin Topaloglu, S. Ilker Birbil, J. B. G. Frenk, Nilay Noyan:
Tractable Open Loop Policies for Joint Overbooking and Capacity Control Over a Single Flight Leg with Multiple Fare Classes. Transp. Sci. 46(4): 460-481 (2012) - 2011
- [j16]Figen Öztoprak, S. Ilker Birbil:
A symmetric rank-one quasi-Newton line-search method using negative curvature directions. Optim. Methods Softw. 26(3): 455-486 (2011) - 2010
- [j15]Ibrahim Muter, S. Ilker Birbil, Güvenç Sahin:
Combination of Metaheuristic and Exact Algorithms for Solving Set Covering-Type Optimization Problems. INFORMS J. Comput. 22(4): 603-619 (2010)
2000 – 2009
- 2009
- [j14]Hatice Tekiner, S. Ilker Birbil, Kerem Bülbül:
Robust crew pairing for managing extra flights. Comput. Oper. Res. 36(6): 2031-2048 (2009) - [j13]S. Ilker Birbil, J. B. G. Frenk, Joaquim A. S. Gromicho, Shuzhong Zhang:
The Role of Robust Optimization in Single-Leg Airline Revenue Management. Manag. Sci. 55(1): 148-163 (2009) - [c3]Akin Günay, Figen Öztoprak, S. Ilker Birbil, Pinar Yolum:
Solving Global Optimization Problems Using MANGO. KES-AMSTA 2009: 783-792 - 2008
- [j12]Wei-Ying Wu, Ruey-Lin Sheu, S. Ilker Birbil:
Solving the sum-of-ratios problem by a stochastic search algorithm. J. Glob. Optim. 42(1): 91-109 (2008) - 2007
- [j11]Shu-Cherng Fang, Soon-Yi Wu, S. Ilker Birbil:
Solving variational inequalities defined on a domain with infinitely many linear constraints. Comput. Optim. Appl. 37(1): 67-81 (2007) - [j10]Z. Pelin Bayindir, S. Ilker Birbil, J. B. G. Frenk:
A deterministic inventory/production model with general inventory cost rate function and piecewise linear concave production costs. Eur. J. Oper. Res. 179(1): 114-123 (2007) - [j9]S. Ilker Birbil, J. B. G. Frenk, Georg J. Still:
An elementary proof of the Fritz-John and Karush-Kuhn-Tucker conditions in nonlinear programming. Eur. J. Oper. Res. 180(1): 479-484 (2007) - 2006
- [j8]S. Ilker Birbil, Gemayqzel Bouza, J. B. G. Frenk, Georg J. Still:
Equilibrium constrained optimization problems. Eur. J. Oper. Res. 169(3): 1108-1127 (2006) - [j7]Z. Pelin Bayindir, S. Ilker Birbil, J. B. G. Frenk:
The joint replenishment problem with variable production costs. Eur. J. Oper. Res. 175(1): 622-640 (2006) - [j6]S. Ilker Birbil, Gül Gürkan, Ovidiu Listes:
Solving Stochastic Mathematical Programs with Complementarity Constraints Using Simulation. Math. Oper. Res. 31(4): 739-760 (2006) - 2005
- [j5]Shu-Cherng Fang, Jiye Han, Zheng-Hai Huang, S. Ilker Birbil:
On the Finite Termination of an Entropy Function Based Non-Interior Continuation Method for Vertical Linear Complementarity Problems. J. Glob. Optim. 33(3): 369-391 (2005) - [j4]S. Ilker Birbil, Shu-Cherng Fang, J. B. G. Frenk, Shuzhong Zhang:
Recursive approximation of the high dimensional max function. Oper. Res. Lett. 33(5): 450-458 (2005) - 2004
- [j3]S. Ilker Birbil, Shu-Cherng Fang, Jiye Han:
An entropic regularization approach for mathematical programs with equilibrium constraints. Comput. Oper. Res. 31(13): 2249-2262 (2004) - [j2]S. Ilker Birbil, Shu-Cherng Fang, Ruey-Lin Sheu:
On the Convergence of a Population-Based Global Optimization Algorithm. J. Glob. Optim. 30(2-3): 301-318 (2004) - [c2]S. Ilker Birbil, Gül Gürkan, Ovidiu Listes:
Solving Stochastic Mathematical Programs with Complementarity Constraints Using Simulation. WSC 2004: 550-558 - 2003
- [j1]S. Ilker Birbil, Shu-Cherng Fang:
An Electromagnetism-like Mechanism for Global Optimization. J. Glob. Optim. 25(3): 263-282 (2003) - [c1]S. Ilker Birbil, Orhan Feyzioglu:
A Global Optimization Method for Solving Fuzzy Relation Equations. IFSA 2003: 718-724
Coauthor Index
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last updated on 2026-04-27 23:25 CEST by the dblp team
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