Ş. İlker Birbil
- Mixed-Integer Optimization with Constraint Learning
2021/11/04 by Donato Maragno, Holly Wiberg, Maragno, Donato +9 · 10 citations
Computer Science · #Advanced Multi-Objective Optimization Algorithms #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Optimization and Control (math.OC)
- From Large Language Models and Optimization to Decision Optimization CoPilot: A Research Manifesto
2024/02/26 by Segev Wasserkrug, Wasserkrug, Segev, Léonard Boussioux +11 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Semantic Web and Ontologies
- Bayesian Structure Learning in Undirected Gaussian Graphical Models: Literature Review with Empirical Comparison
2023/07/05 by Lucas Vogels, Réza Mohammadi, Vogels, Lucas +5 · 3 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Bayesian Modeling and Causal Inference #Computational Drug Discovery Methods #Metabolomics and Mass Spectrometry Studies
- Counterfactual Explanations for Linear Optimization
2024/05/24 by Jannis Kurtz, Ş. İlker Birbil, Kurtz, Jannis +3 · 3 citations
Engineering · Computer Science · Decision Sciences · #Reservoir Engineering and Simulation Methods #Bayesian Modeling and Causal Inference #Simulation Techniques and Applications
- Clinicians' Voice: Fundamental Considerations for XAI in Healthcare
2024/11/07 by Tabea E. Röber, Röber, T. E., Rob Goedhart +3 · 3 citations
Computer Science · #AI in Service Interactions #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Machine Learning for K-adaptability in Two-stage Robust Optimization
2022/10/20 by Esther Julien, Julien, Esther, Krzysztof Postek +3 · 1 citation
Decision Sciences · Economics, Econometrics and Finance · Engineering · #Risk and Portfolio Optimization #Market Dynamics and Volatility #Reservoir Engineering and Simulation Methods
- Counterfactual Explanations Using Optimization With Constraint Learning
2022/09/22 by Donato Maragno, Maragno, Donato, Tabea E. Röber +3 · 1 citation
Computer Science · Materials Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Topic Modeling
- Parallel Stochastic Gradient Markov Chain Monte Carlo for Matrix Factorisation Models
2015/06/03 by Umut Şimşekli, Şimşekli, Umut, Hazal Koptagel +9 · 1 citation
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Tensor decomposition and applications