Synergies of Soft Computing and Statistics for Intelligent Data Analysis

Front Matter....Pages 1-14
Front Matter....Pages 1-1
Soft Pattern Mining in Neuroscience....Pages 3-10
Exploring Big Data with Scalable Soft Clustering....Pages 11-15
On Creative Uses of Word Associations....Pages 17-24
Front Matter....Pages 25-25
Combining Imprecise Probability Masses with Maximal Coherent Subsets: Application to Ensemble Classification....Pages 27-35
The Goodman-Nguyen Relation in Uncertainty Measurement....Pages 37-44
The CONEstrip Algorithm....Pages 45-54
Towards a Robust Imprecise Linear Deconvolution....Pages 55-62
2D Probability-Possibility Transformations....Pages 63-72
A Note on the Convex Structure of Uncertainty Measures on MV-algebras....Pages 73-81
Cumulative Distribution Function Estimation with Fuzzy Data: Some Estimators and Further Problems....Pages 83-91
On Equations with a Fuzzy Stochastic Integral with Respect to Semimartingales....Pages 93-101
Front Matter....Pages 103-103
A Linear Regression Model for Interval-Valued Response Based on Set Arithmetic....Pages 105-113
A Proposal of Robust Regression for Random Fuzzy Sets....Pages 115-123
Bootstrap Comparison of Statistics for Testing the Homoscedasticity of Random Fuzzy Sets....Pages 125-133
Fuzzy Rating vs. Fuzzy Conversion Scales: An Empirical Comparison through the MSE....Pages 135-143
A Law of Large Numbers for Exchangeable Random Variables on Nonadditive Measures....Pages 145-152
Credibility Theory Oriented Sign Test for Imprecise Observations and Imprecise Hypotheses....Pages 153-163
A Note on Large Deviations of Random Sets and Random Upper Semicontinuous Functions....Pages 165-172
Conditional Density Estimation Using Fuzzy GARCH Models....Pages 173-181
LP Methods for Fuzzy Regression and a New Approach....Pages 183-191
Front Matter....Pages 103-103
Fuzzy Least Squares Estimation with New Fuzzy Operations....Pages 193-202
Efficient Calculation of Kendall’s τ for Interval Data....Pages 203-210
Continuous Gaussian Estimation of Distribution Algorithm....Pages 211-218
Regional Spatial Analysis Combining Fuzzy Clustering and Non-parametric Correlation....Pages 219-227
The p-value Line: A Way to Choose from Different Test Results....Pages 229-236
Outlier Detection in High Dimension Using Regularization....Pages 237-244
Robust Diagnostics of Fuzzy Clustering Results Using the Compositional Approach....Pages 245-253
Rank Tests under Uncertainty: Regression and Local Heteroscedasticity....Pages 255-261
Robustness Issues in Text Mining....Pages 263-272
An Alternative Approach to the Median of a Random Interval Using an L 2 Metric....Pages 273-281
Comparing Classical and Robust Sparse PCA....Pages 283-291
An Exact Algorithm for Likelihood-Based Imprecise Regression in the Case of Simple Linear Regression with Interval Data....Pages 293-301
Front Matter....Pages 303-303
Evolution of the Dependence of Residual Lifetimes....Pages 305-312
A Spatial Contagion Test for Financial Markets....Pages 313-320
On Copulas and Differential Inclusions....Pages 321-329
An Analytical Characterization of the Exchangeable Wide-Sense Geometric Law....Pages 331-340
HMM and HAC....Pages 341-348
Some Smoothing Properties of the Star Product of Copulas....Pages 349-357
Statistical Hypothesis Test for the Difference between Hirsch Indices of Two Pareto-Distributed Random Samples....Pages 359-367
How to Introduce Fuzzy Rationality Measures and Fuzzy Revealed Preferences into a Discrete Choice Model....Pages 369-377
Front Matter....Pages 303-303
Fuzzy Rule-Based Ensemble Forecasting: Introductory Study....Pages 379-387
Hybrid Models: Probabilistic and Fuzzy Information....Pages 389-397
Conjunction, Disjunction and Iterated Conditioning of Conditional Events....Pages 399-407
Ockham’s Razor in Probability Logic....Pages 409-417
Conglomerable Coherent Lower Previsions....Pages 419-427
Evidential Networks from a Different Perspective....Pages 429-436
Front Matter....Pages 437-437
Generalised Median Polish Based on Additive Generators....Pages 439-448
Grasping the Content of Web Servers Logs: A Linguistic Summarization Approach....Pages 449-457
Automatic Tuning of Image Segmentation Parameters by Means of Fuzzy Feature Evaluation....Pages 459-467
Modified Sequential Forward Selection Applied to Predicting Septic Shock Outcome in the Intensive Care Unit....Pages 469-477
Possibilistic Local Structure for Compiling Min-Based Networks....Pages 479-487
Naïve Bayes Ant Colony Optimization for Experimental Design....Pages 489-497
Inferences in Binary Regression Models for Independent Data with Measurement Errors in Covariates....Pages 499-505
Multi-dimensional Failure Probability Estimation in Automotive Industry Based on Censored Warranty Data....Pages 507-515
Resolution of Inconsistent Revision Problems in Markov Networks....Pages 517-524
Analysis of Dynamic Brain Networks Using VAR Models....Pages 525-532
Visualising Temporal Item Sets: Guided Drill-Down with Hierarchical Attributes....Pages 533-541
Bayesian Block-Diagonal Predictive Classifier for Gaussian Data....Pages 543-551
Stochastic Measure of Informativity and Its Application to the Task of Stable Extraction of Features....Pages 553-561
Clustering on Dynamic Social Network Data....Pages 563-571
Front Matter....Pages 437-437
Merging Partitions Using Similarities of Anchor Subsets....Pages 573-581
Back Matter....Pages 0--1