A further step for efficient corrections of inconsistent probabilistic data sets

DOI10.1016/j.ijar.2023.108942OpenAlexW4376865774MaRDI QIDQ6116537

Marco Baioletti, Andrea Capotorti

Publication date: 18 July 2023

Published in: International Journal of Approximate Reasoning (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ijar.2023.108942

zbMATH Keywords

phase transitionMIPincoherence correctionconditional probability assessmentszero layers

Mathematics Subject Classification ID

Reasoning under uncertainty in the context of artificial intelligence (68T37)

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Game-theoretic probability combination with applications to resolving conflicts between statistical methods
• Partial identification in statistical matching with misclassification
• Correction of incoherent conditional probability assessments
• Probabilistic logic
• Probabilistic satisfiability
• Mixed-integer column generation algorithms and the probabilistic maximum satisfiability problem
• A linear programming approach to reasoning about probabilities
• Stochastic independence in a coherent setting
• Identifying effective scenarios in distributionally robust stochastic programs with total variation distance
• Probability envelopes and their Dempster-Shafer approximations in statistical matching
• Probabilistic satisfiability and coherence checking through integer programming
• From conditional events to conditional measures: a new axiomatic approach
• Statistical matching of multiple sources: A look through coherence
• From statistical knowledge bases to degrees of belief
• CHARACTERIZATION OF COHERENT CONDITIONAL PROBABILITIES AS A TOOL FOR THEIR ASSESSMENT AND EXTENSION
• Column Generation Methods for Probabilistic Logic
• Knowledge-based systems and fuzzy boolean programming
• Objective Bayesian Nets for Integrating Consistent Datasets
• Probabilistic Satisfiability and Coherence Checking through Integer Programming
• Querying Possibilistic Databases: Three Interpretations
• Symbolic and Quantitative Approaches to Reasoning with Uncertainty
• How much reliable are the integrated ‘live’ data? A validation strategy proposal for the non-parametric micro statistical matching
• On the selection of an optimal outer approximation of a coherent lower probability