Supply chain flexibility assessment by multivariate regression and neural networks
| dc.contributor.author | Jeeva, Ananda | |
| dc.contributor.author | Guo, W. | |
| dc.contributor.editor | Zhigang Zeng | |
| dc.contributor.editor | Jun Wang | |
| dc.date.accessioned | 2017-01-30T15:13:48Z | |
| dc.date.available | 2017-01-30T15:13:48Z | |
| dc.date.created | 2010-06-30T20:02:29Z | |
| dc.date.issued | 2010 | |
| dc.identifier.citation | Jeeva, Ananda and Guo, William. 2010. Supply chain flexibility assessment by multivariate regression and neural networks, in Zhigang Zeng and Jun Wang (ed), Seventh international symposium on neural networks, Jun 6 2010, pp. 845-852. Shanghai, China: Springer-Verlag. | |
| dc.identifier.uri | http://hdl.handle.net/20.500.11937/44399 | |
| dc.identifier.doi | 10.1007/978-3-642-12990-2 | |
| dc.description.abstract |
This paper compares two vastly different methods of analysis - multiple regression and neural networks, in supply chain flexibility assessment. Data of manufacturing firms evaluating their prominent suppliers were analysed by multiple regression and simulated using three-layer multilayer perceptron (MLP) neural networks. Our study shows that NN can accurately determine a supplier?s flexibility capability within an error of 1% The incorporation of these two methods can lead to better understanding and dynamic prediction of supply chain flexibility for buyers. | |
| dc.publisher | Springer-Verlag | |
| dc.subject | supply chain | |
| dc.subject | multivariate regression | |
| dc.subject | flexibility | |
| dc.subject | Neural network | |
| dc.title | Supply chain flexibility assessment by multivariate regression and neural networks | |
| dc.type | Conference Paper | |
| dcterms.source.startPage | 845 | |
| dcterms.source.endPage | 852 | |
| dcterms.source.title | Supply chain flexibility assessment by multivariate regression and neural networks | |
| dcterms.source.series | Supply chain flexibility assessment by multivariate regression and neural networks | |
| dcterms.source.isbn | 9783642129902 | |
| dcterms.source.conference | Seventh international symposium on neural networks | |
| dcterms.source.conference-start-date | Jun 6 2010 | |
| dcterms.source.conferencelocation | Shanghai, China | |
| dcterms.source.place | Berlin Heidelberg | |
| curtin.note |
The original publication is available at : | |
| curtin.accessStatus | Open access | |
| curtin.faculty | Curtin Business School | |
| curtin.faculty | School of Information Systems |