Scalable Uncertainty Management

Invited papers.- Maximum likelihood estimation and coarse data.- Reasons and Means to Model Preferences as Incomplete.- Fuzzy Description Logics - A Survey.- Regular papers.- Using k-specificity for the management of count restrictions in flexible querying.- Comparing Machine Learning and Information Retrieval-based Approaches for Filtering Documents in a Parliamentary Setting.- Eliciting Implicit Evocations using Word Embeddings and Knowledge Representation.- K-nearest neighbour classification for interval-valued data.- Estimating Conditional Probabilities by Mixtures of Low Order Conditional Distributions.- Closed-Form Solutions in Learning Probabilistic Logic Programs by Exact Score Maximization.- Fault Tolerant Direct NAT Structure Extraction from Pairwise Causal Interaction Patterns.-The Altruistic Robot: do what I want, not just what I say.- Expressivity of possibilistic preference networks with constraints.- Assumption-Based Argumentation Equipped with Preferences and Constraints.- Semantic Change and Extension Enforcement in Abstract Argumentation.- Measuring Disagreement in Argumentation Graphs.- Belief in Attacks in Epistemic Probabilistic Argumentation.- A Parametrized Ranking-based Semantics for Persuasion.- A Probabilistic Programming Language for Influence Diagrams.- First-Order Typed Model Counting for Probabilistic Conditional Reasoning at Maximum Entropy.- Towards Statistical Reasoning in Description Logics over Finite Domains.- Bankruptcy Scenario Query: B-SQ.- A view of f-indexes of inclusion under different axiomatic definitions of fuzzy inclusion.- An integer 0-1 linear programming approach for computing inconsistency degree in product-based possibilistic DL-Lite.- A Semantic characterization for ASP base revision.- On Iterated Contraction: syntactic characterization, representation theorem and limitations of the Levi identity.- Handling Topical Metadata Regarding the Validity and Completeness of Multiple-Source Information: A possibilistic