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Cooper, Martin C.

  1. Explaining Naive Bayes and Other Linear Classifiers with Polynomial Time and Delay
    2020/08/13 by Marques-Silva, Joao, Gerspacher, Thomas, Cooper, Martin C. +2 · 6 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  2. Feature Necessity & Relevancy in ML Classifier Explanations
    2022/10/27 by Xuanxiang Huang, Martin Cooper, Huang, Xuanxiang +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
  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. Simple epistemic planning: generalised gossiping
    2016/06/10 by Cooper, Martin C., Herzig, Andreas, Maffre, Faustine +2 · 1 citation
    #Artificial Intelligence (cs.AI) #C.2.2 #F.2.2 #FOS: Computer and information sciences #I.2.4 #I.2.8
  5. 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
  6. 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
  7. 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
  8. Axiomatic Characterisations of Sample-based Explainers
    2024/08/09 by Amgoud, Leila, Cooper, Martin C., Debbaoui, Salim · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #I.2.6 #Machine Learning (cs.LG)