Martin Cooper

1. Feature Necessity & Relevancy in ML Classifier Explanations
   2022/10/27 by Xuanxiang Huang, Huang, Xuanxiang, Martin Cooper +7 · 4 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
2. Arc consistency for soft constraints
   2001/11/14 by Martin Cooper, Thomas Schiex, Cooper, Martin +1 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #Computational Complexity (cs.CC) #Constraint Satisfaction and Optimization #D.3.3 #Data Management and Algorithms #Data Structures and Algorithms (cs.DS) #F.4.1 #FOS: Computer and information sciences #I.2.8 #cs.AI #cs.CC #cs.DS
3. On Computing Probabilistic Abductive Explanations
   2022/12/12 by Yacine Izza, Izza, Yacine, Xuanxiang Huang +9 · 5 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Efficient Explanations With Relevant Sets
   2021/06/01 by Yacine Izza, Izza, Yacine, Alexey Ignatiev +7 · 1 citation
   Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
5. Efficient Explanations for Knowledge Compilation Languages
   2021/07/04 by Xuanxiang Huang, Yacine Izza, Huang, Xuanxiang +9 · 1 citation
   Computer Science · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Constraint Satisfaction and Optimization #FOS: Computer and information sciences
6. Provably Precise, Succinct and Efficient Explanations for Decision Trees
   2022/05/19 by Yacine Izza, Alexey Ignatiev, Izza, Yacine +7 · 1 citation
   Computer Science · #Explainable Artificial Intelligence (XAI) #Adversarial Robustness in Machine Learning #Imbalanced Data Classification Techniques
7. Beyond Hand-Derived Inequalities: Decision Diagrams for Cut Generation in Binary Polynomial Optimization
   2026/07/30 by Martin Cooper, Margarita Castro
   Mathematics · #math.OC