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Title:           Ord-MAP criterion: Extending MAP for ordinal classification
Subject:         Knowledge-Based Systems, 324 (2025) 113837. doi:10.1016/j.knosys.2025.113837
Keywords:        Ordinal classification,MAP criterion,Probabilistic classifiers,Brier score,Continuous ranked probability score
Author:          Rosario Delgado
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     Item: 
      Title: Ord-MAP criterion: Extending MAP for ordinal classification
      Children: 
       Item: 
        Title: Introduction
        Children: 
         Item: 
          Title: State-of-the-art
         Item: 
          Title: Paper contributions
         Item: 
          Title: Organization of the paper
       Item: 
        Title: MAP Criterion: Performance Metrics and Scoring
        Children: 
         Item: 
          Title: Scoring rules
         Item: 
          Title: Relation between the MAP criterion, the 0–1 loss function, and the Brier score
       Item: 
        Title: The Ord-MAP Criterion
        Children: 
         Item: 
          Title: The Continuous Ranked Probability Score (CRPS)
         Item: 
          Title: The Ord-MAP criterion
       Item: 
        Title: Optimality of the Ord-MAP Criterion
        Children: 
         Item: 
          Title: Relation between the Ord-MAP criterion, the λ loss function, and the (discrete) CRPS score S
         Item: 
          Title: The main result
       Item: 
        Title: Experimentation with Real-World Data
        Children: 
         Item: 
          Title: Datasets
         Item: 
          Title: Experimental design
         Item: 
          Title: Evaluation methodology
         Item: 
          Title: Results
         Item: 
          Title: Analysis of the results
       Item: 
        Title: Some simulations
       Item: 
        Title: Conclusions
       Item: 
        Title: Code availability
       Item: 
        Title: Declaration of competing interest
       Item: 
        Title: Acknowledgments
       Item: 
        Title: Appendix A. The Properness of the Brier Score widetilde S and the Discretized Continuous Ranked Probability Score (CRPS) S
       Item: 
        Title: Appendix B. Tables and figures for the experimental phase (Section 5)
       Item: 
        Title: Data availability
       Item: 
        Title: References
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    Title: Ord-MAP criterion: Extending MAP for ordinal classification
    Author: Rosario Delgado
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