Murat Kocaoglu
- Learning Causal Graphs with Small Interventions
2015/10/30 by Shanmugam, Karthikeyan, Murat Kocaoglu, Alexandros G. Dimakis +4 · 6 citations
Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #Machine Learning and Algorithms #Advanced Causal Inference Techniques
- Cost-Optimal Learning of Causal Graphs
2017/03/08 by Murat Kocaoglu, Kocaoglu, Murat, Alexandros G. Dimakis +3 · 4 citations
Computer Science · Engineering · #Bayesian Modeling and Causal Inference #Machine Learning and Algorithms #Fault Detection and Control Systems
- Active Structure Learning of Causal DAGs via Directed Clique Tree
2020/11/01 by Chandler Squires, Squires, Chandler, Sara Magliacane +8 · 5 citations
Computer Science · #Machine Learning and Algorithms #Bayesian Modeling and Causal Inference #Advanced Graph Neural Networks
- Applications of Common Entropy for Causal Inference
2018/07/26 by Murat Kocaoglu, Sanjay Shakkottai, Kocaoglu, Murat +7 · 1 citation
Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #Bayesian Methods and Mixture Models #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference
- Partial Structure Discovery is Sufficient for No-regret Learning in Causal Bandits
2024/11/06 by Muhammad Qasim Elahi, Mahsa Ghasemi, Elahi, Muhammad Qasim +3 · 1 citation
Computer Science · Decision Sciences · Social Sciences · #Advanced Bandit Algorithms Research #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Misinformation and Its Impacts
- Sample Efficient Bayesian Learning of Causal Graphs from Interventions
2024/10/26 by Zihan Zhou, Muhammad Qasim Elahi, Zhou, Zihan +3 · 1 citation
Computer Science · #Bayesian Modeling and Causal Inference
- Information-Directed Sampling for Causal Bandits
2026/07/17 by Muhammad Qasim Elahi, Murat Kocaoglu, Mahsa Ghasemi
#cs.LG #cs.AI