Machine Learning and Data Mining.- Towards a Conscious Choice of a Fuzzy Similarity Measure: A Qualitative Point of View.- A Stochastic Treatment of Similarity.- Order-Based Equivalence Degrees for Similarity and Distance Measures.- Comparing Partitions by Subset Similarities.- Finitely Valued Indistinguishability Operators.- Discovering Rules-Based Similarity in Microarray Data.- Fuzzy Clustering of Incomplete Data Based on Cluster Dispersion.- Automatic Detection of Active Region on EUV Solar Images Using Fuzzy Clustering.- On Dynamic Soft Dimension Reduction in Evolving Fuzzy Classifiers.- Multi-class Imbalanced Data-Sets with Linguistic Fuzzy Rule Based Classification Systems Based on Pairwise Learning.- Probabilistic Rough Set Approaches to Ordinal Classification with Monotonicity Constraints.- Web Page Classification: A Probabilistic Model with Relational Uncertainty.- Evidential Multi-Label Classification Approach to Learning from Data with Imprecise Labels.- A K-Nearest Neighbours Method Based on Lower Previsions.- Fuzzy Probabilities: Tentative Discussions on the Mathematical Concepts.- On Dealing with Imprecise Information in a Content Based Image Retrieval System.- An Extension of Stochastic Dominance to Fuzzy Random Variables.- Correlation of Intuitionistic Fuzzy Sets.- A Correlation Ratio for Possibility Distributions.- On Nonparametric Predictive Inference for Ordinal Data.- Using Cloudy Kernels for Imprecise Linear Filtering.- Peakedness and Generalized Entropy for Continuous Density Functions.- The Most Representative Utility Function for Non-Additive Robust Ordinal Regression.- Alternative Normalization Schemas for Bayesian Confirmation Measures.- Gender and Age Estimation from Synthetic Face Images.- Attribute Value Selection Considering the Minimum Description Length Approach and Feature Granularity.- Possibility Theory and Formal Concept Analysis: Context Decomposition and Uncertainty Handling.- A Parallel between Extended Formal Concept Analysis and Bipartite Graphs Analysis.- Negotiation as Creative Social Interaction Using Concept Hierarchies.- Estimating Top-k Destinations in Data Streams.- A Data Mining Algorithm for Inducing Temporal Constraint Networks.- Analysis of the Time Evolution of Scientograms Using the Subdue Graph Mining Algorithm.- Short-Time Prediction Based on Recognition of Fuzzy Time Series Patterns.- Time Series Comparison Using Linguistic Fuzzy Techniques.- Granular Approach for Evolving System Modeling.- Data Mining in Precision Agriculture: Management of Spatial Information.- Fuzzy Multivariable Gaussian Evolving Approach for Fault Detection and Diagnosis.- Dispersion Estimates for Telecommunications Fraud.- The Link Prediction Problem in Bipartite Networks.- Aggregation and Fusion.- Symmetrization of Modular Aggregation Functions.- Smooth Aggregation Functions on Finite Scales.- Dual Representable Aggregation Functions and Their Derived S-Implications.- Aggregation Functions with Stronger Types of Monotonicity.- Some Remarks on the Characterization of Idempotent Uninorms.- On the Median and Its Extensions.- Evidential Combination of Multiple HMM Classifiers for Multi-script Handwritting Recognition.- Using Uncertainty Information to Combine Soft Classifications.- Performance Evaluation of a Fusion System Devoted to Image Interpretation.- A New Adaptive Consensus Reaching Process Based on the Experts' Importance.- On the Robustness for the Choquet Integral.- Explicit Descriptions of Bisymmetric Sugeno Integrals.- Learning Fuzzy-Valued Fuzzy Measures for the Fuzzy-Valued Sugeno FuzzyIntegral.- Choquet Integration on Set Systems.- Necessity-Based Choquet Integrals for Sequential Decision Making under Uncertainty.- A Fuzzy-Rule-Based Approach to Contextual Preference Queries.- Extracting and Modelling Preferences from Dialogue.- Argumentation Framework with Fuzzy Preference Relations.- An Algorithm for Generating Consistent and Transitive Approximations of Reciprocal Preference Relations.- Preference Modeling and Model Management for Interactive Multi-objective Evolutionary Optimization.- Dominance-Based Rough Set Approach to Preference Learning from Pairwise Comparisons in Case of Decision under Uncertainty.- Uncertainty Handling.- Trimming Plethoric Answers to Fuzzy Queries: An Approach Based on Predicate Correlation.- Searching Aligned Groups of Objects with Fuzzy Criteria.- How to Translate Words into Numbers? A Fuzzy Approach for the Numerical Translation of Verbal Probabilities.- Plateau Regions: An Implementation Concept for Fuzzy Regions in Spatial Databases and GIS.- Genuine Linguistic Fuzzy Logic Control: Powerful and Successful Control Method.- Cytoplasm Contour Approximation Based on Color Fuzzy Sets and Color Gradient.- Keeping Secrets in Possibilistic Knowledge Bases with Necessity-Valued Privacy Policies.- Inference with Fuzzy and Probabilistic Information.- Modelling Patterns of Evidence in Bayesian Networks: A Case-Study in Classical Swine Fever.- An Importance Sampling Approach to Integrate Expert Knowledge When Learning Bayesian Networks From Data.- Conflicts within and between Belief Functions.- Consonant Continuous Belief Functions Conflicts Calculation.- Credal Sets Approximation by Lower Probabilities: Application to Credal Networks.- Rule Discovery Process Based on Rough Sets under the Belief Function Framework.- IndependentNatural Extension.- On Elementary Extensions in Fuzzy Predicate Logics.- Logical Proportions - Typology and Roadmap.