UNCERTAINTY IN ARTIFICIAL INTELLIGENCE
CONTENTS TUTORIAL ARTICLES A GLIMPSE INTO STATISTICAL RELATIONAL AI: THE POWER OF INDISTINGUISHABILITY ON INCOMPLETENESS IN ABSTRACT ARGUMENTATION: COMPLEXITY AND EXPRESSIVENESS FULL PAPERS: NON-CLASSICAL REASONING TOWARDS A PRINCIPLE-BASED APPROACH FOR CASE-BASED REASONING ITERATED CONDITIONALS, TRIVALENT LOGICS, AND CONDITIONAL RANDOM QUANTITIES USING ATOMIC BOUNDS TO GET SUB-MODULAR APPROXIMATIONS CHARACTERIZING MULTIPREFERENCE CLOSURE WITH SYSTEM W FROM FORGETTING SIGNATURE ELEMENTS TO FORGETTING FORMULAS IN EPISTEMIC STATES FULL PAPERS: INCONSISTENCY A CAPACITY-BASED SEMANTICS FOR INCONSISTENCY-TOLERANT INFERENCES AN APPROACH TO INCONSISTENCY-TOLERANT REASONING ABOUT PROBABILITY BASED ON ?UKASIEWICZ LOGIC A COMPARISON OF ASP-BASED AND SAT-BASED ALGORITHMS FOR THE CONTENSION INCONSISTENCY MEASURE FULL PAPERS: DECISION MAKING AND SOCIAL CHOICE A NON-UTILITARIAN DISCRETE CHOICE MODEL FOR PREFERENCE AGGREGATION SELECTING THE MOST RELEVANT ELEMENTS FROM A RANKING OVER SETS DECISION MAKING UNDER SEVERE UNCERTAINTY ON A BUDGET AN IMPROVEMENT OF RANDOM NODE GENERATOR FOR THE UNIFORM GENERATION OF CAPACITIES FULL PAPERS: LEARNING LOGICAL PROPORTIONS-RELATED CLASSI?CATION METHODS BEYOND ANALOGY LEARNING FROM IMBALANCED DATA USING AN EVIDENTIAL UNDERSAMPLING-BASED ENSEMBLE NON-SPECI?CITY-BASED SUPERVISED DISCRETIZATION FOR POSSIBILISTIC CLASSI?CATION LEVELWISE DATA DISAMBIGUATION BY CAUTIOUS SUPERSET CLASSI?CATION FULL PAPERS: EXPLANATION DESCRIPTIVE ACCURACY IN EXPLANATIONS: THE CASE OF PROBABILISTIC CLASSI?ERS EXPLANATION OF PSEUDO-BOOLEAN FUNCTIONS USING COOPERATIVE GAME THEORY AND PRIME IMPLICANTS USING ANALOGICAL PROPORTIONS FOR EXPLANATIONS SHORT PAPERS: NON-CLASSICAL REASONING TOWARDS A UNI?ED VIEW ON LOGICS FOR UNCERTAINTY EXTENDING THE MACSUM AGGREGATION TO INTERVAL-VALUED INPUTS SHORT PAPERS: EXPLANATION ANALOGICAL PROPORTIONS, MULTIVALUED DEPENDENCIES AND EXPLANATIONS EXPLAINING ROBUST CLASSI?CATION THROUGH PRIME IMPLICANTS