Data Mining Concepts, Methods and Applications in Management and Engineering Design /

• Κύριοι συγγραφείς: Yin, Yong (Συγγραφέας), Kaku, Ikou (Συγγραφέας), Tang, Jiafu (Συγγραφέας), Zhu, JianMing (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: London : Springer London : Imprint: Springer, 2011.
• Έκδοση: 1.
• Σειρά: Decision Engineering,
• Θέματα: Computer science.; Operations research.; Decision making.; Data mining.; Engineering design.; Engineering economics.; Engineering economy.; Computer Science.; Data Mining and Knowledge Discovery.; Engineering Economics, Organization, Logistics, Marketing.; Operation Research/Decision Theory.; Engineering Design.

Data Mining introduces in clear and simple ways how to use existing data mining methods to obtain effective solutions for a variety of management and engineering design problems. Data Mining is organised into two parts: the first provides a focused introduction to data mining and the second goes int...

Πίνακας περιεχομένων:

• 1. Decision Analysis and Cluster Analysis
• 2. Association Rules Mining in Inventory Data Base
• 3. Fuzzy Modeling and Optimization: Theory and Methods
• 4. Genetic Algorithm Based Fuzzy Nonlinear Programming
• 5. Neural Network and Self Organizing Maps
• 6. Privacy Preserving Data Mining
• 7. Supply Chain Design by Using Decision Analysis
• 8. Product Architecture and Product Development Process for Global Performance
• 9. Application of Cluster Analysis to Cellular Manufacturing
• 10. Manufacturing Cells Design by Cluster Analysis
• 11. Fuzzy Approach to Quality Function Deployment-based Product Planning
• 12. Decision Making with Consideration of Association in Supply Chains
• 13. Applying Self Organizing Maps to Master Data Making in Automatic Exterior Inspection
• 14. Application for Privacy Preserving Data Mining.