Towards Advanced Data Analysis by Combining Soft Computing and Statistics

ISBN: 978-3-642-30277-0 (Print) 978-3-642-30278-7 (Online)

Table of contents (28 chapters)

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  1. Front Matter

    Pages 1-7

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    Chapter

    Pages 1-18

    Arithmetic and Distance-Based Approach to the Statistical Analysis of Imprecisely Valued Data

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    Chapter

    Pages 19-31

    Linear Regression Analysis for Interval-valued Data Based on Set Arithmetic: A Review

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    Chapter

    Pages 33-42

    Bootstrap Confidence Intervals for the Parameters of a Linear Regression Model with Fuzzy Random Variables

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    Chapter

    Pages 43-52

    On the Estimation of the Regression Model M for Interval Data

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    Chapter

    Pages 53-63

    Hybrid Least-Squares Regression Modelling Using Confidence Bounds

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    Chapter

    Pages 65-74

    Testing the Variability of Interval Data: An Application to Tidal Fluctuation

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    Chapter

    Pages 75-86

    Comparing the Medians of a Random Interval Defined by Means of Two Different L 1 Metrics

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    Chapter

    Pages 87-98

    Comparing the Representativeness of the 1-norm Median for Likert and Free-response Fuzzy Scales

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    Chapter

    Pages 99-106

    Fuzzy Probability Distributions in Reliability Analysis, Fuzzy HPD-regions, and Fuzzy Predictive Distributions

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    Chapter

    Pages 107-118

    SAFD — An R Package for Statistical Analysis of Fuzzy Data

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    Chapter

    Pages 119-136

    Statistical Reasoning with Set-Valued Information: Ontic vs. Epistemic Views

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    Chapter

    Pages 137-150

    Pricing of Catastrophe Bond in Fuzzy Framework

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    Chapter

    Pages 151-163

    Convergence of Heuristic-based Estimators of the GARCH Model

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    Chapter

    Pages 165-176

    Lasso–type and Heuristic Strategies in Model Selection and Forecasting

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    Chapter

    Pages 177-190

    Streaming-Data Selection for Gaussian-Process Modelling

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    Chapter

    Pages 191-203

    Change Detection Based on the Distribution of p-Values

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    Chapter

    Pages 205-222

    Advanced Analysis of Dynamic Graphs in Social and Neural Networks

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    Chapter

    Pages 223-240

    Fuzzy Hyperinference-Based Pattern Recognition

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    Chapter

    Pages 241-252

    Dynamic Data-Driven Fuzzy Modeling of Software Reliability Growth

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    Chapter

    Pages 253-266

    Dynamic Texture Recognition Based on Compression Artifacts

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