The Resource Adaptive Business Intelligence, by Zbigniew Michalewicz, Martin Schmidt, Matthew Michalewicz, Constantin Chiriac, (electronic resource)

Adaptive Business Intelligence, by Zbigniew Michalewicz, Martin Schmidt, Matthew Michalewicz, Constantin Chiriac, (electronic resource)

Label
Adaptive Business Intelligence
Title
Adaptive Business Intelligence
Statement of responsibility
by Zbigniew Michalewicz, Martin Schmidt, Matthew Michalewicz, Constantin Chiriac
Creator
Contributor
Author
Provider
Subject
Language
eng
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 decision right now? 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
Member of
http://library.link/vocab/creatorName
Michalewicz, Zbigniew
Image bit depth
0
LC call number
  • Q334-342
  • TJ210.2-211.495
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
  • Schmidt, Martin.
  • Michalewicz, Matthew.
  • Chiriac, Constantin.
  • SpringerLink
http://library.link/vocab/subjectName
  • Computer science
  • Data mining
  • Electronic data processing
  • Artificial intelligence
  • Management information systems
  • Computer Science
  • Artificial Intelligence (incl. Robotics)
  • Business Information Systems
  • Computing Methodologies
  • Operations Research/Decision Theory
  • Computer Applications
  • Data Mining and Knowledge Discovery
Label
Adaptive Business Intelligence, by Zbigniew Michalewicz, Martin Schmidt, Matthew Michalewicz, Constantin Chiriac, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Complex Business Problems -- Characteristics of Complex Business Problems -- An Extended Example: Car Distribution -- Adaptive Business Intelligence -- Prediction and Optimization -- Prediction Methods and Models -- Modern Optimization Techniques -- Fuzzy Logic -- Artificial Neural Networks -- Other Methods and Techniques -- Adaptive Business Intelligence -- Hybrid Systems and Adaptability -- Car Distribution System -- Applying Adaptive Business Intelligence -- Conclusions
Dimensions
unknown
Extent
XIII, 246 p.
File format
multiple file formats
Form of item
electronic
Isbn
9783540329299
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-540-32929-9
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-540-32929-9
Label
Adaptive Business Intelligence, by Zbigniew Michalewicz, Martin Schmidt, Matthew Michalewicz, Constantin Chiriac, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Complex Business Problems -- Characteristics of Complex Business Problems -- An Extended Example: Car Distribution -- Adaptive Business Intelligence -- Prediction and Optimization -- Prediction Methods and Models -- Modern Optimization Techniques -- Fuzzy Logic -- Artificial Neural Networks -- Other Methods and Techniques -- Adaptive Business Intelligence -- Hybrid Systems and Adaptability -- Car Distribution System -- Applying Adaptive Business Intelligence -- Conclusions
Dimensions
unknown
Extent
XIII, 246 p.
File format
multiple file formats
Form of item
electronic
Isbn
9783540329299
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-540-32929-9
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-540-32929-9

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