Soft Computing and its Applications in Business and Economics
This monograph provides a self-contained exposition of the foundations of soft computing, and presents a vast compendium of its applications to business, finance, decision analysis and economics. It is the first book on applications of soft computing - based hybrid methods combining fuzzy logic, neu...
Κύριοι συγγραφείς: | , , |
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Συγγραφή απο Οργανισμό/Αρχή: | |
Μορφή: | Ηλεκτρονική πηγή Ηλ. βιβλίο |
Γλώσσα: | English |
Έκδοση: |
Berlin, Heidelberg :
Springer Berlin Heidelberg : Imprint: Springer,
2004.
|
Έκδοση: | 1st ed. 2004. |
Σειρά: | Studies in Fuzziness and Soft Computing,
157 |
Θέματα: | |
Διαθέσιμο Online: | Full Text via HEAL-Link |
Πίνακας περιεχομένων:
- 1 Introduction to Soft Computing
- 1.1 Basic Concepts of Soft Computing
- 2.2 Combination of Constituents of Soft Computing
- References
- 2. Constituent Methodologies of Soft Computing
- 2.1 Elements of Fuzzy Sets Theory
- 2.2 Foundations of Neurocomputing
- 2.3 Probabilistic Computing
- 2.4 Evolutionary Computing
- 2.5 Chaotic Computing
- References
- 3. Emerging Combined Soft Computing Technologies
- 3.1 Neuro-Fuzzy Technology
- 3.2 Neuro-Genetic Approach
- 3.3 Fuzzy Genetic Paradigm
- 3.4 Genetic Algorithms with Fuzzy Logic
- 3.5 Neuro-Fuzzy-Genetic Paradigm
- 3.6 Multi-Agent Distributed Intelligent Systems Paradigm
- 3.7 Computing with Words Technology
- References
- 4. Soft Computing Technologies in Business and Economic Forecasting
- 4.1 Neuro-Computing and Forecasting
- 4.2 Fuzzy Time Series Based Forecasting
- 4.3 Fuzzy Delphi Method
- 4.4 Soft Computing Based Forecasting Complex Time Series
- 4.5 Soft Computing Based Prediction Ensemble for Forecasting in Chaotic Time Series
- References
- 5 Soft Computing Based Decision Making and DSS
- 5.1 Fuzzy Linear Programming
- 5.2 Evolutionary Algorithm Based Fuzzy Linear Programming
- 5.3 Fuzzy Chaos Approach to Fuzzy Linear Programming Problem
- 5.4 Fuzzy-Probabilistic Scheduling for Oil Refinery
- 5.5 Fuzzy Decision Making
- 5.6 Multi-Agent Distributed Intelligent System Based on Fuzzy Decision Making
- 5.7 Soft Computing and Data Mining
- 5.8 Soft Computing Based Multi-Agent Marketing DSS
- 5.9 Hybrid DSS Based on Simulation and Genetic Algorithms
- 5.10 Soft Computing Based Alternatives Generations by Decision Support Systems
- References
- 6 Soft Computing in Marketing
- 6.1 Marketing Analysis of a Customer's Purchasing Behavior
- 6.2 Customer Credit Evaluation
- 6.3 Soft Computing Based Fraud Detection
- 6.4 Fuzzy Evaluation of Service Quality
- 6.5 Application of Fuzzy Programming to Hospital's Service Performance Evaluating
- References
- 7 Soft Computing Applications in Operations Management
- 7.1 Application of Fuzzy Logic in Transportation Logistics
- 7.2 Scheduling Fuzzy Expert Systems with Probabilistic Reasoning for Oil Refineries
- 7.3 Detection and Withdrawal of Defect Parts in the Computer Aided Manufacturing of Evaporators
- 7.4 Genetic Algorithms Based Fuzzy Regression Analysis and Its Applications for Quality Evaluation
- 7.5 An Intelligent System for Diagnosis of the Oil-Refinery Plant
- 7.6 Neuro-Fuzzy Pattern Recognition in Manufacturing
- 7.7 Soft Computing Based Inventory Control
- 7.8 Fuzzy Project Scheduling
- 7.9 CW Based Decision Analysis on Risk Assessment of an Engineering Project
- References
- 8 Soft Computing in Finance
- 8.1 Soft Computing Based Stock Market Predicting System
- 8.2 Fuzzy Nonlinear Programming Approach to Portfolio Selection
- 8.3 Neuro-Fuzzy Approach to Modeling of Credit Risk in Trading Portfolios
- 8.4 A Fuzzy Approach to the Credit Portfolio Constructing
- 8.5 Soft Computing Based TDSS Multi-Agent Systems in Finance
- 8.6 Neural Nonlinear Modeling for Risk Management in Banking
- 8.7 Neuro-Fuzzy Loan Assessment System
- References
- 9 Soft Computing in Electronic Business
- 9.1 A Multi-Agent System for E-Commerce Decisions
- 9.2 Soft Computing and Personalization of Electronic Commerce
- 9.3 Risk Analysis in Electronic Commerce Using Fuzzy Weighted Average
- References.