Sample Chapter
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Table of Contents
Part I: Complex Business Problems
- Introduction
- Characteristics of Real-Word Business Problems
- Number of Possible Solutions
- Time-Changing Environment
- Problem-Specific Constraints
- Multi-objective Problems
- Modeling the Problem
- A Real-World Example
- An Extended Example: Car Distribution
- Basic Terminology
- Off-lease Cars
- The Problem
- Transportation
- Volume Effect
- Price Depreciation and Inventory
- Dynamic Market Changes
- The Solution
- Adaptive Business Intelligence
- Data Mining
- Prediction
- Optimization
- Adaptability
- The Structure of an Adaptive Business Intelligence System
Part II: Prediction and Optimization
- Prediction Methods and Models
- Data Preparation
- Different Prediction Methods
- Evaluation of Models
- Recommended Reading
- Modern Optimization Techniques
- Overview
- Local Optimization Techniques
- Stochastic Hill Climber
- Simulated Annealing
- Tabu Search
- Evolutionary Algorithms
- Constraint Handling
- Additional Issues
- Recommended Reading
- Fuzzy Logic
- Overview
- Fuzzyfier
- Inference System
- Defuzzyfier
- Tuning the Membership Functions and Rule Base
- Recommended Reading
- Artificial Neural Networks
- Overview
- Node Input and Output
- Different Types of Networks
- Learning Methods
- Data Representation
- Recommended Reading
- Other Methods and Techniques
- Genetic Programming
- Ant Systems and Swarm Intelligence
- Agent-Based Modeling
- Co-evolution
- Recommended Reading
Part III: Adaptive Business Intelligence
- Hybrid Systems and Adaptability
- Hybrid Systems for Prediction
- Hybrid Systems for Optimization
- Adaptability
- Car Distribution System
- Overview
- Graphical User Interface
- Prediction Module
- Optimization Module
- Adaptability Module
- Validation
- Applying Adaptive Business Intelligence
- Marketing Campaigns
- Manufacturing
- Investment Strategies
- Emergency Response Services
- Credit Card Fraud
- Conclusions
Index
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