E-Book, Englisch, 249 Seiten
Michalewicz / Schmidt / Chiriac Adaptive Business Intelligence
1. Auflage 2006
ISBN: 978-3-540-32929-9
Verlag: Springer Berlin Heidelberg
Format: PDF
Kopierschutz: 1 - PDF Watermark
E-Book, Englisch, 249 Seiten
ISBN: 978-3-540-32929-9
Verlag: Springer Berlin Heidelberg
Format: PDF
Kopierschutz: 1 - PDF Watermark
Adaptive business intelligence systems combine prediction and optimization techniques to assist decision makers in complex, rapidly changing environments. These systems address fundamental questions: What is likely to happen in the future? What is the best course of action? Adaptive Business Intelligence explores elements of data mining, predictive modeling, forecasting, optimization, and adaptability. The book explains the application of numerous prediction and optimization techniques, and shows how these concepts can be used to develop adaptive systems. Coverage includes linear regression, time-series forecasting, decision trees and tables, artificial neural networks, genetic programming, fuzzy systems, genetic algorithms, simulated annealing, tabu search, ant systems, and agent-based modeling.
Autoren/Hrsg.
Weitere Infos & Material
1;Preface;6
2;Contents;9
3;Part I: Complex Business Problems;12
3.1;1 Introduction;13
3.2;2 Characteristics of Complex Business Problems;18
3.3;3 An Extended Example: Car Distribution;34
3.4;4 Adaptive Business Intelligence;46
4;Part II: Prediction and Optimization;56
4.1;5 Prediction Methods and Models;57
4.2;6 Modern Optimization Techniques;83
4.3;7 Fuzzy Logic;124
4.4;8 Artificial Neural Networks;137
4.5;9 Other Methods and Techniques;156
5;Part III: Adaptive Business Intelligence;180
5.1;10 Hybrid Systems and Adaptability;181
5.2;12 Applying Adaptive Business Intelligence;218
5.3;13 Conclusions;242
6;Index;246
