Fuzzy Logic and Applications

Name: Fuzzy Logic and Applications | 12th International Workshop, WILF 2018, Genoa, Italy, September 6-7, 2018, Revised Selected Papers
Brand: Springer
Price: 53.49 EUR
Availability: OnlineOnly

12th International Workshop, WILF 2018, Genoa, Italy, September 6-7, 2018, Revised Selected Papers

Robert Fullér Silvio Giove Francesco Masulli(Herausgeber*in)

Springer (Verlag)

Erschienen am 22. Februar 2019

XI, 273 Seiten

E-Book

PDF mit Wasserzeichen-DRM

Systemvoraussetzungen

978-3-030-12544-8 (ISBN)

53,49 €inkl. 7% MwSt.

Systemvoraussetzungen

für PDF mit Wasserzeichen-DRM

E-Book Einzellizenz

Als Download verfügbar

Beschreibung

Weitere Details

Weitere Ausgaben

Inhalt

Intro
Preface
Organization
Contents
Advances in Fuzzy Logic Theory
Machine Learning for an Adaptive Rule Base
Abstract
1 Machine Learning
2 Machine Learning Approaches to an Adaptative Rule Base
3 Proposal of a Machine Learning Method for Adaptive Rule Base
3.1 Linguistic Context
3.2 Expressions of Variables
3.3 Inference Method
3.4 Defuzzification Method
4 Finite-State Machine
5 Supervisor
6 Experimental Outcomes
6.1 Evaluation of Experiments
7 Conclusions
Acknowledgments
References
Data-Driven Induction of Shadowed Sets Based on Grade of Fuzziness
1 Introduction
2 Gradual Grade of Fuzziness of a Fuzzy Set
3 Shadowed Set Induction
4 Experiments
5 Conclusions
References
Test-Cost-Sensitive Quick Reduct
1 Introduction
2 Background
2.1 Reduct and Rough Sets
2.2 Feature Selection with Rough Sets
2.3 Related Work
3 Test-Cost-Sensitive Quick Reduct
4 Experimental Results
4.1 Data
4.2 Cost Generation
4.3 Comparison Metrics
4.4 Results
5 Conclusion
References
On the Problem of Possibilistic-Probabilistic Optimization with Constraints on Possibility/Probability
1 Introduction
2 Necessary Concepts and Notations
3 Construction of a Possibilistic-Probabilistic Programming Model with Constraints on Possibility and Probability
4 Equivalent Crisp Analog
5 Conclusion
References
Any F-Transform Is Defined by a Powerset Theory
1 Introduction
2 Preliminaries
3 Powerset Theories in the Category SpaceFP
4 Conclusions
References
Soft Clustering: Why and How-To
1 Introduction
2 Soft Clustering
3 Some Popular Clustering Algorithms: A Unified View
3.1 The c-Means Family
3.2 A Unifying Formalism
4 Membership Function Parametrization
4.1 Possible Parametrizations in the CM Family
4.2 Roles of Parameters
4.3 Factorisation of Parameters
5 Setting the Model Parameters
5.1 Setting the Resolution Parameters Using Free Memberships v
5.2 Setting the Resolution Parameters Using Memberships u
5.3 Setting the Possibility Degree with an Outlier Rejection Criterion
5.4 Setting the Possibility Degree as an Independent Parameter
6 Conclusion
References
Recent Applications of Fuzzy Logic
A Cloud Fuzzy Logic Framework for Oral Disease Risk Assessment
Abstract
1 Introduction
2 The Architecture of the FL Framework
3 Expert System for Oral Disease Risk Assessment
3.1 Linguistic Labelling of Risk Factors and Risk Classes
3.2 Rules Generation and Inference
4 User-Oriented Risk Assessment for Oral Health Promotion
5 Graphical User Interfaces (GUI's) and Sample Runs of the Implemented Framework
6 Conclusions
References
A Fuzzy Rule-Based Decision Support System for Cardiovascular Risk Assessment
1 Introduction
2 Vital Signs of Cardiovascular Disease
3 The Fuzzy Rule-Based Decision Support System
4 Experimental Results
5 Conclusions
References
Enhancing the DISSFCM Algorithm for Data Stream Classification
1 Introduction
2 Dynamic Incremental Semi-Supervised FCM
3 Experimental Results
4 Conclusions
References
Fuzzy Similarity-Based Hierarchical Clustering for Atmospheric Pollutants Prediction
1 Introduction
2 Fuzzy Similarity and Agglomerative Clustering
2.1 Membership Functions
2.2 Fuzzy Similarity
2.3 Dendrogram and Consensus Matrix
3 Experimental Results
4 Conclusions
References
A Neuro-Fuzzy Approach to Assess the Soft Skills Profile of a PhD
1 Introduction
2 Related Work
3 A Brief Overview on the 2-Tuple Fuzzy Linguistic Approach
4 Dealing with the PhD' Soft Skills Profiles by Using the 2-Tuple Fuzzy Linguistic Approach
4.1 Creating the PhDs Profiles
4.2 Recommending the Best PhD Profile for a Given Company
5 Profiles Recommendation to Support the HR Manager Activity
6 The Neuro-Fuzzy Approach
6.1 The Neural Network Architecture
7 A Preliminary Set of Experiments and Discussion
8 Conclusions
References
Fuzzy Decision Making
Two SMART Fuzzy Aggregation Operators
1 Introduction and Motivation
2 Preliminaries
3 The General SMART Disjunction and Conjunction
3.1 SMART Disjunction
3.2 SMART Conjunction
4 A Practical Application of the SMART Operators to Option Pricing
5 Conclusion
References
Towards a Fuzzy Index of Skewness
Abstract
1 Introduction
2 Skewness Obtained from Option Prices: From the Smile Function to Skewness Estimation
3 The Smile Function Obtained Through Fuzzy Regression Methods
4 Fuzzy Skewness for the Italian Market
5 The Defuzzification Procedure
6 The Assessment of the Best Skewness Forecast
7 Conclusions
Acknowledgment
References
Grading by Committees: An Axiomatic Approach
1 Introduction
2 Aggregation of Ordinal Assessments by Grading Functionals
3 Anonymous Grading Functionals
4 Conclusions
References
Minimum of Constrained OWA Aggregation Problem with a Single Constraint
1 Introduction
2 Optimization of OWA Operators
3 Minimizing the Objective Function
4 An Example for Both Maximization and Minimization Problems
5 Conclusions
References
An Alpha-Cut Evaluation of Interval-Valued Fuzzy Sets for Application in Decision Making
1 Introduction
2 Preliminaries and Notation
3 Evaluation of Interval-Valued Fuzzy Quantities
4 Application
4.1 A Numerical Example
5 Comparison with Nie-Tan Method
5.1 Modified Nie-Tan Evaluation
6 A Numerical Example
7 A Different Proposal
8 Conclusion
References
Tutorial
Paving the Way to Explainable Artificial Intelligence with Fuzzy Modeling
1 Introduction
2 Towards Explainable Artificial Intelligence
3 Granular Computing
4 Interpretability in Fuzzy Modeling
5 Fuzzy Modeling for XAI: Current Developments
6 Future Developments
References
Round Table: Zadeh and the Future of Fuzzy Logic
The Fuzzy Logic Gambit as a Paradigm of Lotfi's Proposals
References
How Best to Design Fuzzy Sets and Systems
References
Some Thoughts About Appealing Directions for the Future of Fuzzy Theory and Technologies Along the Path Traced by Lotfi Zadeh
References
From Zadeh's Computing with Words Towards eXplainable Artificial Intelligence
References
Looking at the Branches and Roots
References
Deep Neural Networks and Explainable Machine Learning
References
Fuzzy Models for Big Data Mining
References
The Challenges of Big Data and the Contribution of Fuzzy Logic
References
The Future of Fuzzy Sets in Finance: New Challenges in Machine Learning and Explainable AI
References
New Trends of Fuzzy Systems: Fintech Applications
1 Fuzzy Systems in FinTech
2 Conclusion
References
Author Index

Systemvoraussetzungen

Als PDF speichern Als Link merken