Scalable Uncertainty Management

Consistent Query Answering: The First Ten Years.- Heavy Tails and Web Models.- Managing Probabilistic Data with MystiQ: The Can-Do, the Could-Do, and the Can’t-Do.- Frequent Itemset Mining from Databases Including One Evidential Attribute.- Evaluating Trustworthiness from Past Performances: Interval-Based Approaches.- A Comparative Study of Six Formal Models of Causal Ascription.- An Efficient Algorithm for Naive Possibilistic Classifiers with Uncertain Inputs.- Transitive Observation-Based Causation, Saliency, and the Markov Condition.- A Family of Tolerant Antidivision Operators for Database Fuzzy Querying.- Uncertainty Management for the Retrieval of Economic Information from Distributed Markets.- Loopy Propagation in a Probabilistic Description Logic.- On the Performance of Fuzzy Data Querying.- Tractable Reasoning with Bayesian Description Logics.- Approximate Reasoning for Efficient Anytime Induction from Relational Knowledge Bases.- Fusing Uncertain Structured Spatial Information.- A Neuro Fuzzy Approach for Handling Structured Data.- A Framework for the Partial Evaluation of SPARQL Queries.- An Evolutionary Perspective on Approximate RDF Query Answering.- Clustering Uncertain Data Via K-Medoids.- Speeding Up the NRA Algorithm.- Uncertain Context Modeling of Dimensional Ontology Using Fuzzy Subset Theory.- A Personalized Approach to Experience-Aware Service Ranking and Selection.- Performance Evaluation of Algorithms for Soft Evidential Update in Bayesian Networks: First Results.- Optimization of Queries over Interval Probabilistic Data.- Polynomial Time Queries over Inconsistent Databases.- Using OBDDs for Efficient Query Evaluation on Probabilistic Databases.- A Logical Framework to Reinforcement Learning Using Hybrid Probabilistic Logic Programs.- On the Relationship between Hybrid Probabilistic Logic Programs and Stochastic Satisfiability.- Scaling Most Probable World Computations in Probabilistic Logic Programs.- Measuring the Ignorance and Degree of Satisfaction for Answering Queries in Imprecise Probabilistic Logic Programs.