| Description |
1 online resource (xiii, 246 pages) : illustrations, maps |
| Contents |
pt. I. Complex business problems. Characteristics of complex business problems ; An extended example : car distribution ; Adaptive business intelligence -- pt. II. Prediction and optimization. Prediction methods and models ; Modern optimization techniques ; Fuzzy logic ; Artificial neural networks ; Other methods and techniques -- pt. III. Adaptive business intelligence. Hybrid systems and adaptability ; Car distribution system ; Applying adaptive business intelligence |
| Summary |
In the modern information era, managers must recognize the competitive opportunities represented by decision-support tools. Adaptive business intelligence systems combine prediction and optimization techniques to assist decision makers in complex, rapidly changing environments. These systems address the fundamental questions: What is likely to happen in the future? And what is the best course of action? "Adaptive Business Intelligence" includes elements of data mining, predictive modeling, forecasting, optimization, and adaptability. The authors have considerable academic research backgrounds in artificial intelligence and related fields, combined with years of practical consulting experience in businesses and industries worldwide. In this book, they explain the science and application of numerous prediction and optimization techniques, as well as how these concepts can be used to develop adaptive systems. The techniques covered include 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.; This book is suitable for business and IT managers who make decisions in complex industrial and service environments, nonspecialists who want to understand the science behind better predictions and decisions, and students and researchers who need a quick introduction to this field |
| Analysis |
computertechnieken |
|
computer techniques |
|
operationeel onderzoek |
|
operations research |
|
computerwetenschappen |
|
computer sciences |
|
kunstmatige intelligentie |
|
artificial intelligence |
|
bedrijfsinformatiesystemen |
|
management information systems |
|
Information and Communication Technology (General) |
|
Informatie- en communicatietechnologie (algemeen) |
| Bibliography |
Includes bibliographical references and index |
| Notes |
Print version record |
| Subject |
Industrial management -- Decision making
|
|
Industrial management -- Data processing
|
|
Information technology -- Management.
|
|
Business intelligence.
|
|
BUSINESS & ECONOMICS -- Information Management.
|
|
BUSINESS & ECONOMICS -- Knowledge Capital.
|
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Industrial management -- Decision making.
|
|
Industrial management -- Data processing.
|
|
Information technology -- Management.
|
|
Business intelligence.
|
|
Informatique.
|
|
Business intelligence
|
|
Industrial management -- Data processing
|
|
Industrial management -- Decision making
|
|
Information technology -- Management
|
|
Business Intelligence
|
|
Business Intelligence.
|
| Form |
Electronic book
|
| ISBN |
9783540329299 |
|
3540329293 |
|
3540329285 |
|
9783540329282 |
|
1280727195 |
|
9781280727191 |
|
9786610727193 |
|
6610727198 |
|
