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Ilker Birbil
Full Professor, University of Amsterdam
Joined
August 2018
Names
Ilker Birbil
(Preferred)
,
S. Ilker Birbil
Emails
****@ese.eur.nl
(Confirmed)
,
****@sabanciuniv.edu
(Confirmed)
,
****@uva.nl
(Confirmed)
Personal Links
Google Scholar
DBLP
ORCID
Career & Education History
Full Professor
University of Amsterdam
(uva.nl)
2021
–
Present
Full Professor
Erasmus University Rotterdam
(eur.nl)
2018
–
2021
Full Professor
Sabanci University
(sabanciuniv.edu)
2012
–
2018
Advisors, Relations & Conflicts
No relations added
Expertise
Interpretability
,
explainability
2019
–
Present
Decision trees
,
random forests
,
boosting
2019
–
Present
Data privacy
2017
–
Present
Publications
The Role of Feature Interactions in Graph-based Tabular Deep Learning
Elias Dubbeldam
,
Reza Mohammadi
,
Marit Schoonhoven
,
Ilker Birbil
Accepted by TMLR
Readers:
Everyone
Graph-based Tabular Deep Learning Should Learn Feature Interactions, Not Just Make Predictions
Elias Dubbeldam
,
Reza Mohammadi
,
Marit Schoonhoven
,
Ilker Birbil
AITD@EurIPS 2025 Oral
Readers:
Everyone
Coherent Local Explanations for Mathematical Optimization
Daan Otto
,
Jannis Kurtz
,
Ilker Birbil
Submitted to ICLR 2026
Readers:
Everyone
Generating Samples to Probe Trained Models
Eren Mehmet KIRAL
,
Nursen Aydin
,
Ilker Birbil
Submitted to ICLR 2026
Readers:
Everyone
Enhancing Decision Making Through the Integration of Large Language Models and Operations Research Optimization
Segev Wasserkrug
,
Léonard Boussioux
,
Dick den Hertog
,
Farzaneh Mirzazadeh
,
Ilker Birbil
,
Jannis Kurtz
,
Donato Maragno
AAAI Conference on Artificial Intelligence
Readers:
Everyone
Output-Constrained Decision Trees
Doğanay Özese
,
Ilker Birbil
,
Mustafa Gokce Baydogan
Submitted to ICLR 2025
Readers:
Everyone
Masking primal and dual models for data privacy in network revenue management
Utku Karaca
,
S. Ilker Birbil
,
Nursen Aydin
,
Gizem Mullaoglu
Jul 2023 (modified: 24 Apr 2023)
Eur. J. Oper. Res. 2023
Readers:
Everyone
Differentially Private Distributed Bayesian Linear Regression with MCMC
Barış Alparslan
,
Sinan Yıldırım
,
Ilker Birbil
ICML 2023 Poster
Readers:
Everyone
Finding Regions of Counterfactual Explanations via Robust Optimization
Donato Maragno
,
Jannis Kurtz
,
Tabea E. Röber
,
Rob Goedhart
,
S. Ilker Birbil
,
Dick den Hertog
2023 (modified: 24 Apr 2023)
CoRR 2023
Readers:
Everyone
Differentially Private Distributed Bayesian Linear Regression with MCMC
Baris Alparslan
,
Sinan Yildirim
,
S. Ilker Birbil
2023 (modified: 24 Apr 2023)
CoRR 2023
Readers:
Everyone
View all 66 publications
Co-Authors
A. Taylan Cemgil
Adejuyigbe O. Fajemisin
Akin Günay
Ali Taylan Cemgil
Amir Gohari
Baris Alparslan
Barış Alparslan
Belma Yelbay
Birol Yuceoglu
Birol Yüceoglu
Daan Otto
Dick den Hertog
Dilek Günneç
Dilek Tüzün
Dimitris Bertsimas
Donato Maragno
Doğanay Özese
Duygu Tas
Elias Dubbeldam
Eren Mehmet KIRAL
Esther Julien
Farzaneh Mirzazadeh
Fatma Basak Aydemir
Figen Öztoprak
Gemayqzel Bouza
View all 87 co-authors