| A Multi-Objective Method Based on Tag Eigenvalues Is Used to Predict the Supply Chain for Online Retailers |
| Jiang, Leilei; Hu, Pan; Dong, Ke; Wang, Lu
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| 2024
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发表期刊 | INTERNATIONAL JOURNAL OF INFORMATION SYSTEMS AND SUPPLY CHAIN MANAGEMENT
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ISSN | 1935-5726
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卷号 | 17期号:1 |
摘要 | E -commerce has grown quickly in recent years thanks to advancements in Internet and information technologies. For the majority of consumers, online shopping has emerged as a primary mode of shopping. However, it has become more challenging for businesses to satisfy consumer demand due to their increasingly individualized wants. To address the need for customized products with numerous kinds and small quantities, businesses must rebuild their supply chain systems to increase their efficiency and adaptability. The SI-LSF technique, which employs boosting learning in the target -relative feature space to lower the prediction error and enhance the algorithm's capacity to handle input-output interactions, is validated in this study using a genuine industrial dataset. The study successfully identifies the relationship between sales and sales as well as target -specific features by applying the multi -objective regression integration algorithm based on label -specific features to a real -world supply chain demand scenario. |
关键词 | Ensemble Learning
Label-Specific Features
Multi-Objective Regression
Object Association
Supply Chain Demand Forecasting
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其他关键词 | EVOLUTIONARY ALGORITHM
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DOI | 10.4018/IJISSCM.344839
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收录类别 | ESCI
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语种 | 英语
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WOS研究方向 | Business & Economics
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WOS类目 | Management
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WOS记录号 | WOS:001240713200001
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出版者 | IGI GLOBAL
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原始文献类型 | Article
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EISSN | 1935-5734
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引用统计 |
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文献类型 | 期刊论文
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条目标识符 | http://ir.library.ouchn.edu.cn/handle/39V7QQFX/171084
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专题 | 国家开放大学
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通讯作者 | Hu, Pan |
作者单位 | Anhui Open Univ, Wuhu, Peoples R China
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推荐引用方式 GB/T 7714 |
Jiang, Leilei,Hu, Pan,Dong, Ke,et al. A Multi-Objective Method Based on Tag Eigenvalues Is Used to Predict the Supply Chain for Online Retailers[J].
INTERNATIONAL JOURNAL OF INFORMATION SYSTEMS AND SUPPLY CHAIN MANAGEMENT,2024,17(1).
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APA |
Jiang, Leilei,Hu, Pan,Dong, Ke,&Wang, Lu.(2024).A Multi-Objective Method Based on Tag Eigenvalues Is Used to Predict the Supply Chain for Online Retailers.INTERNATIONAL JOURNAL OF INFORMATION SYSTEMS AND SUPPLY CHAIN MANAGEMENT,17(1).
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MLA |
Jiang, Leilei,et al."A Multi-Objective Method Based on Tag Eigenvalues Is Used to Predict the Supply Chain for Online Retailers".INTERNATIONAL JOURNAL OF INFORMATION SYSTEMS AND SUPPLY CHAIN MANAGEMENT 17.1(2024).
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