Description |
xiii, 246 pages : illustrations, tables ; 25 cm |
Contents |
Part. I. Complex business problems. Characteristics of complex business problems ; An extended example : car distribution ; Adaptive business intelligence. -- Part II. Prediction and optimization. Prediction methods and models ; Modern optimization techniques ; Fuzzy logic ; Artificial neural networks ; Other methods and techniques. -- Part III. Adaptive business intelligence. Hybrid systems and adaptability ; Car distribution system ; Applying adaptive business intelligence |
Summary |
"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."--Publisher's website |
Bibliography |
Includes bibliographical references and index |
Subject |
Business intelligence -- Data processing.
|
|
Business intelligence.
|
|
Industrial management -- Data processing.
|
|
Industrial management -- Decision making.
|
|
Information technology -- Management.
|
Author |
Michalewicz, Zbigniew.
|
LC no. |
2006930103 |
ISBN |
3540329285 (hardcover : alk. paper) |
|
9783540329282 (hardcover : alk. paper) |
|