RETRACTED: Precision Marketing Optimization Model of e-Commerce Platform Based on Collaborative Filtering Algorithm (Retracted Article)
被引:1
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作者:
Yu, Zhifang
论文数: 0引用数: 0
h-index: 0
机构:
Shandong Coll Elect Technol, Jinan 250200, Shandong, Peoples R ChinaShandong Coll Elect Technol, Jinan 250200, Shandong, Peoples R China
Yu, Zhifang
[1
]
机构:
[1] Shandong Coll Elect Technol, Jinan 250200, Shandong, Peoples R China
来源:
WIRELESS COMMUNICATIONS & MOBILE COMPUTING
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2022年
/
2022卷
关键词:
D O I:
10.1155/2022/2906955
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
e-commerce mode shows great modern commercial value. In particular, online shopping has become a fashion and trend for people because of its convenience and rapidness. How to find the information users that need accurately and quickly in the increasing network information and recommend products is a big problem. Although precision marketing was mainly used in e-commerce activities in the past, due to factors such as the technical basis and data analysis ability at that time, there was not enough technical ability and theoretical basis to deeply mine and make use of the existing data. The collaborative filtering algorithm is one of the most widely used and successful recommendation techniques, but it has obvious defects. In this paper, the nearest neighbor collaborative filtering recommendation algorithm based on statistical eigenvalue classification is proposed in the collaborative filtering algorithm. By calculating the similarity between items, the user's rating of unrated items is preliminarily predicted, the nearest neighbor of items is formed, and the classified cluster of items is formed. The matrix is filled by the similarity between related items. The cold treatment problem is solved under the optimization of the ant colony algorithm. In the experiment of the model, the optimization rate for the cold start problem is 87.3%.
机构:
Yangtze Univ, Inst Petr Engn, Wuhan 430000, Hubei, Peoples R China
Natl Univ Malaysia, Bangi 43600, Selangor, MalaysiaYangtze Univ, Inst Petr Engn, Wuhan 430000, Hubei, Peoples R China
Chen, Hong
Wan, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Nanfang Coll Guangzhou, Guangzhou 510000, Guangdong, Peoples R ChinaYangtze Univ, Inst Petr Engn, Wuhan 430000, Hubei, Peoples R China
机构:
Jilin Univ, Northeast Asian Studies Coll, Northeast Asian Res Ctr, Changchun, Peoples R ChinaJilin Univ, Northeast Asian Studies Coll, Northeast Asian Res Ctr, Changchun, Peoples R China
Zhao, Yang
Yu, Yanliang
论文数: 0引用数: 0
h-index: 0
机构:
Jinan Univ, Sch Econ, Guangzhou, Peoples R ChinaJilin Univ, Northeast Asian Studies Coll, Northeast Asian Res Ctr, Changchun, Peoples R China
Yu, Yanliang
Shakeel, P. Mohamed
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tech Malaysia, Malacca, MalaysiaJilin Univ, Northeast Asian Studies Coll, Northeast Asian Res Ctr, Changchun, Peoples R China
Shakeel, P. Mohamed
Enrique Montenegro-Marin, Carlos
论文数: 0引用数: 0
h-index: 0
机构:
Univ Dist Francisco Jose de Caldas, Bogota, ColombiaJilin Univ, Northeast Asian Studies Coll, Northeast Asian Res Ctr, Changchun, Peoples R China
机构:
Rey Juan Carlos Univ, Ctr Higher Educ Business Innovat & Technol IUNIT, Madrid 28002, SpainRey Juan Carlos Univ, Ctr Higher Educ Business Innovat & Technol IUNIT, Madrid 28002, Spain