Evaluation model based on support vector machine for green coal supplier in electric power supply chain

Qiang Wang; Kin Keung Lai; Dongxiao Niu

doi:10.1109/ICBMEI.2011.5914410

Evaluation model based on support vector machine for green coal supplier in electric power supply chain

Qiang Wang
, Kin Keung Lai
, Dongxiao Niu

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

2 Citations (Scopus)

Abstract

The green supplier evaluation is of great importance for the green supply chain management. Unlike other industries, the thermal power supply chain has its own characteristic, therefore the green coal suppler evaluation models should differ from those of other industry. In this paper, an evaluation index system for green coal suppler is established according to the characteristic of the thermal power supply chain. Then, the principle component analysis (PCA) is used to create the main evaluation indexes and support vector machine (SVM) is adopted for the evaluation model. The practical examples show that the model established in this paper outperforms others in evaluation accuracy. © 2011 IEEE.

Original language	English
Title of host publication	BMEI 2011 - Proceedings 2011 International Conference on Business Management and Electronic Information
Pages	923-927
Volume	4
DOIs	https://doi.org/10.1109/ICBMEI.2011.5914410
Publication status	Published - 2011
Event	2011 International Conference on Business Management and Electronic Information, BMEI 2011 - Guangzhou, China Duration: 13 May 2011 → 15 May 2011

Publication series

Name
Volume	4

Conference

Conference	2011 International Conference on Business Management and Electronic Information, BMEI 2011
Place	China
City	Guangzhou
Period	13/05/11 → 15/05/11

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 9 Industry, Innovation, and Infrastructure
SDG 12 Responsible Consumption and Production

Research Keywords

green supply chain management
principle component analysis
supplier evaluation
support vector machine

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10.1109/ICBMEI.2011.5914410

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@inproceedings{0cea91ab989e4177b02edd0efd7c469b,

title = "Evaluation model based on support vector machine for green coal supplier in electric power supply chain",

abstract = "The green supplier evaluation is of great importance for the green supply chain management. Unlike other industries, the thermal power supply chain has its own characteristic, therefore the green coal suppler evaluation models should differ from those of other industry. In this paper, an evaluation index system for green coal suppler is established according to the characteristic of the thermal power supply chain. Then, the principle component analysis (PCA) is used to create the main evaluation indexes and support vector machine (SVM) is adopted for the evaluation model. The practical examples show that the model established in this paper outperforms others in evaluation accuracy. {\textcopyright} 2011 IEEE.",

keywords = "green supply chain management, principle component analysis, supplier evaluation, support vector machine",

author = "Qiang Wang and Lai, \{Kin Keung\} and Dongxiao Niu",

year = "2011",

doi = "10.1109/ICBMEI.2011.5914410",

language = "English",

isbn = "9781612841069",

volume = "4",

pages = "923--927",

booktitle = "BMEI 2011 - Proceedings 2011 International Conference on Business Management and Electronic Information",

note = "2011 International Conference on Business Management and Electronic Information, BMEI 2011 ; Conference date: 13-05-2011 Through 15-05-2011",

}

Wang, Q, Lai, KK & Niu, D 2011, Evaluation model based on support vector machine for green coal supplier in electric power supply chain. in BMEI 2011 - Proceedings 2011 International Conference on Business Management and Electronic Information. vol. 4, 5914410, pp. 923-927, 2011 International Conference on Business Management and Electronic Information, BMEI 2011, Guangzhou, China, 13/05/11. https://doi.org/10.1109/ICBMEI.2011.5914410

Evaluation model based on support vector machine for green coal supplier in electric power supply chain. / Wang, Qiang; Lai, Kin Keung; Niu, Dongxiao.
BMEI 2011 - Proceedings 2011 International Conference on Business Management and Electronic Information. Vol. 4 2011. p. 923-927 5914410.

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

TY - GEN

T1 - Evaluation model based on support vector machine for green coal supplier in electric power supply chain

AU - Wang, Qiang

AU - Lai, Kin Keung

AU - Niu, Dongxiao

PY - 2011

Y1 - 2011

N2 - The green supplier evaluation is of great importance for the green supply chain management. Unlike other industries, the thermal power supply chain has its own characteristic, therefore the green coal suppler evaluation models should differ from those of other industry. In this paper, an evaluation index system for green coal suppler is established according to the characteristic of the thermal power supply chain. Then, the principle component analysis (PCA) is used to create the main evaluation indexes and support vector machine (SVM) is adopted for the evaluation model. The practical examples show that the model established in this paper outperforms others in evaluation accuracy. © 2011 IEEE.

AB - The green supplier evaluation is of great importance for the green supply chain management. Unlike other industries, the thermal power supply chain has its own characteristic, therefore the green coal suppler evaluation models should differ from those of other industry. In this paper, an evaluation index system for green coal suppler is established according to the characteristic of the thermal power supply chain. Then, the principle component analysis (PCA) is used to create the main evaluation indexes and support vector machine (SVM) is adopted for the evaluation model. The practical examples show that the model established in this paper outperforms others in evaluation accuracy. © 2011 IEEE.

KW - green supply chain management

KW - principle component analysis

KW - supplier evaluation

KW - support vector machine

UR - https://www.scopus.com/pages/publications/80052163347

UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-80052163347&origin=recordpage

U2 - 10.1109/ICBMEI.2011.5914410

DO - 10.1109/ICBMEI.2011.5914410

M3 - RGC 32 - Refereed conference paper (with host publication)

SN - 9781612841069

VL - 4

SP - 923

EP - 927

BT - BMEI 2011 - Proceedings 2011 International Conference on Business Management and Electronic Information

T2 - 2011 International Conference on Business Management and Electronic Information, BMEI 2011

Y2 - 13 May 2011 through 15 May 2011

ER -

Evaluation model based on support vector machine for green coal supplier in electric power supply chain

Abstract

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Conference

UN SDGs

Research Keywords

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