Anthony C. Constantinou

1. A survey of Bayesian Network structure learning
   2021/09/23 by Neville K. Kitson, Anthony C. Constantinou, Kitson, Neville K. +7 · 17 citations
   Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Data Mining Algorithms and Applications #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. The impact of prior knowledge on causal structure learning
   2021/01/31 by Anthony C. Constantinou, Constantinou, Anthony C., Zhigao Guo +3 · 8 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms
3. Greedy structure learning from data that contain systematic missing values
   2021/07/09 by Yang Liu, Anthony C. Constantinou, Liu, Yang +1 · 3 citations
   Computer Science · #Bayesian Methods and Mixture Models #Bayesian Modeling and Causal Inference #Data Mining Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Large-scale empirical validation of Bayesian Network structure learning\n algorithms with noisy data
   2020/05/18 by Anthony C. Constantinou, Constantinou, Anthony C., Yang Liu +7 · 1 citation
   Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Data Mining Algorithms and Applications #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. Improving Bayesian Network Structure Learning in the Presence of Measurement Error
   2020/11/19 by Yang Liu, Anthony C. Constantinou, Liu, Yang +3 · 1 citation
   Computer Science · Decision Sciences · #Bayesian Modeling and Causal Inference #Data Quality and Management
6. Using GPT-4 to guide causal machine learning
   2024/07/26 by Anthony C. Constantinou, Constantinou, Anthony C., Neville K. Kitson +3 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Machine Learning and Algorithms
7. Investigating potential causes of Sepsis with Bayesian network structure learning
   2024/06/13 by Bruno Petrungaro, Petrungaro, Bruno, Neville K. Kitson +3 · 1 citation
   Computer Science · Health Professions · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Sepsis Diagnosis and Treatment