Data Mining [electronic resource] : Concepts, Methods and Applications in Management and Engineering Design / by Yong Yin, Ikou Kaku, Jiafu Tang, JianMing Zhu.Material type: TextLanguage: English Series: Decision Engineering: Publisher: London : Springer London : Imprint: Springer, 2011Edition: 1Description: XIV, 312p. 68 illus. online resourceContent type: text Media type: computer Carrier type: online resourceISBN: 9781849963381Subject(s): Computer science | Data mining | Engineering design | Engineering economy | Operations research | Computer Science | Data Mining and Knowledge Discovery | Engineering Economics, Organization, Logistics, Marketing | Operation Research/Decision Theory | Engineering DesignAdditional physical formats: Printed edition:: No titleDDC classification: 006.312 LOC classification: QA76.9.D343Online resources: Click here to access online
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.
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 into greater depth on subjects such as customer analysis. It covers almost all managerial activities of a company, including: • market segmentation, • product design, • organization design, • manufacturing design, and • supply chain design. Incorporating recent developments of data mining that have made it possible to deal with management and engineering design problems with greater efficiency and efficacy, Data Mining presents a number of state-of-the-art topics. It will be an informative source of information for researchers, but will also be a useful reference work for industrial and managerial practitioners.