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4th SMPS 2008: Toulouse, France
- Didier Dubois, María Asunción Lubiano, Henri Prade, María Angeles Gil, Przemyslaw Grzegorzewski, Olgierd Hryniewicz:

Soft Methods for Handling Variability and Imprecision, Selected papers from the 4th International Conference on Soft Methods in Probability and Statistics, SMPS 2008, Toulouse, France, September 8-10, 2008. Advances in Soft Computing 48, Springer 2008, ISBN 978-3-540-85026-7
Invited Papers
- Jean-Marc Bernard:

Imprecise Probabilistic Prediction for Categorical Data: From Bayesian Inference to the Imprecise Dirichlet-Multinomial Model. 3-9 - Reinhard Viertl:

Fuzzy Bayesian Inference. 10-15 - Dominique Guyonnet, Gaël Bellenfant

, Olivier Bouc:
Soft Methods for Treating Uncertainties: Applications in the Field of Environmental Risks. 16-26 - Jean-Paul Auray, Henri Prade:

Robert Féron: A Pioneer in Soft Methods for Probability and Statistics. 27-32
Foundations
- Jonathan Lawry, Yongchuan Tang:

Relating Prototype Theory and Label Semantics. 35-42 - Marco E. G. V. Cattaneo:

Fuzzy Probabilities Based on the Likelihood Function. 43-50 - Giulianella Coletti, Romano Scozzafava, Barbara Vantaggi

:
Possibility Measures in Probabilistic Inference. 51-58 - Andrew Schumann

:
Non-well-Founded Probabilities on Streams. 59-65 - Sébastien Destercke

, Gert de Cooman
:
Relating Epistemic Irrelevance to Event Trees. 66-73 - Carl G. Wagner:

Probability Revision, the Uniformity Rule, and the Chan-Darwiche Metric. 74-79
Statistical Methods
Statistical Inference
- Frank P. A. Coolen:

On Nonparametric Predictive Inference for Bernoulli Quantities with Set-Valued Data. 85-91 - Gilles Mauris:

Inferring a Possibility Distribution from Very Few Measurements. 92-99 - Przemyslaw Grzegorzewski

:
Statistics with Vague Data and the Robustness to Data Representation. 100-107
Statistical Tests
- Ángela Blanco-Fernández, Ana Colubi, Norberto Corral, Gil González-Rodríguez:

On a Linear Independence Test for Interval-Valued Random Sets. 111-117 - Arturo Erdely

, José M. González-Barrios
:
A Small-Sample Nonparametric Independence Test for the Archimedean Family of Bivariate Copulas. 118-125 - Inés Couso

, Luciano Sánchez
:
Defuzzification of Fuzzy p-Values. 126-132 - Manuel Montenegro

, María Rosa Casals
, Ana Colubi, María Angeles Gil
:
Testing 'Two-Sided' Hypothesis about the Mean of an Interval-Valued Random Set. 133-139 - Ana Belén Ramos, Gil González-Rodríguez, Ana Colubi, María Angeles Gil

:
Asymptotic Tests for the Variance of a Fuzzy Random Variable Using the DK-Metric. 140-146 - María Asunción Lubiano, Ana Colubi, Gil González-Rodríguez:

Empirical Results Concerning a Fuzzy-Based Measure of Symmetry of Real Random Variables. 147-154 - Olgierd Hryniewicz

, Anna Szediw:
Fuzzy Kendall tau Statistic for Autocorrelated Data. 155-162
Estimation
- Etienne Côme, Latifa Oukhellou

, Thierry Denoeux
, Patrice Aknin
:
Mixture Model Estimation with Soft Labels. 165-174 - Kevin Loquin, Olivier Strauss:

Imprecise Functional Estimation: The Cumulative Distribution Case. 175-182 - Jonathan Lawry, Inés González Rodríguez

:
Non-parametric Density Estimation Based on Label Semantics. 183-189 - Ana Colubi, María Angeles Gil

, Gil González-Rodríguez
, María Teresa López:
Empirical Comparisons of Goodness-of-Fit Tests for Binomial Distributions Based on Fuzzy Representations. 190-197
Mathematical Aspects
Invited Session: Fuzzy Set-Valued Analysis
- Luciano Stefanini

:
A Generalization of Hukuhara Difference. 203-210 - Luis J. Rodríguez-Muñiz

:
A Note about Bobylev's Differential. 211-217 - Rosana Rodríguez-López

:
On Boundary Value Problems for Fuzzy Differential Equations. 218-225 - Andrés D. Báez-Sánchez, Marko Antonio Rojas-Medar

:
On Fuzzy Sets Convolution, Fuzzy Lipschitz Sets and Triangular Fuzzy Sets of Rank p. 226-231
Measure Theory
- Enrique Miranda

, Matthias C. M. Troffaes
, Sébastien Destercke
:
Generalised p-Boxes on Totally Ordered Spaces. 235-242 - Gert de Cooman

, Enrique Miranda
:
The F. Riesz Representation Theorem and Finite Additivity. 243-252 - Jinping Zhang:

Set-Valued Stochastic Integrals with Respect to a Real Valued Martingale. 253-259
Differential Equations
- Yukio Ogura:

On Stochastic Differential Equations with Fuzzy Set Coefficients. 263-270 - Jungang Li, Shoumei Li:

Strong Solution of Set-Valued Stochastic Differential Equation. 271-277
Convergence Results
- Serena Doria:

Convergences of Random Variables with Respect to Coherent Upper Probabilities Defined by Hausdorff Outer Measures. 281-288 - Pedro Terán:

On Convergence in Necessity and Its Laws of Large Numbers. 289-296
Combinatorics of Imprecise Probabilities
- Bernard De Baets

, Hans E. De Meyer, Karel De Loof:
The Omnipresence of Cycle-Transitivity in the Comparison of Random Variables. 299-305 - Tomás Kroupa:

Geometry of Cores of Submodular Coherent Upper Probabilities and Possibility Measures. 306-312 - Ralph L. Wojtowicz:

On Transformations between Belief Spaces. 313-320
Variance in Generalized Probability Representations
- Erik Quaeghebeur

:
Lower and Upper Covariance. 323-330 - Ángela Blanco-Fernández, Norberto Corral, Gil González-Rodríguez, María Asunción Lubiano:

Some Properties of the dK-Variance for Interval-Valued Random Sets. 331-337
Aggregation Functions
- Isabel Aguiló, Javier Martín

, Gaspar Mayor, Jaume Suñer:
Triangular Conorms on the Space of Non-decreasing Lists of Non-negative Real Numbers. 341-348 - Fabrizio Durante, Susanne Saminger-Platz

, Peter Sarkoci:
On Patchwork Techniques for 2-Increasing Aggregation Functions and Copulas. 349-356
Engineering
Computational Methods
- Minh Ha-Duong:

A Hierarchical Fusion of Expert Opinion in the TBM. 361-368 - Uwe Reuter

:
Application of Non-convex Fuzzy Variables to Fuzzy Structural Analysis. 369-375 - Martin Fuchs, Arnold Neumaier

:
Handling Uncertainty in Higher Dimensions with Potential Clouds towards Robust Design Optimization. 376-382 - Steffen Freitag

, Wolfgang Graf, Stephan Pannier, Jan-Uwe Sickert:
Reliability of Structures under Consideration of Uncertain Time-Dependent Material Behaviour. 383-390
Data Analysis
- Janusz Kacprzyk

, Anna Wilbik
:
A New Insight into the Linguistic Summarization of Time Series Via a Degree of Support: Elimination of Infrequent Patterns. 393-400 - Dabuxilatu Wang:

An Autoregressive Model with Fuzzy Random Variables. 401-408 - Christian Moewes, Clemens Otte, Rudolf Kruse:

Tackling Multiple-Instance Problems in Safety-Related Domains by Quasilinear SVM. 409-416
Decision-Making
- Nathan Huntley, Matthias C. M. Troffaes

:
An Efficient Normal Form Solution to Decision Trees with Lower Previsions. 419-426 - Pedro Terán, José María Moreno-Jiménez

:
Group Decision Making with Soft AHP Based on the Random Set View of Fuzzy Sets. 427-434

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