Hybrid Recommendation Algorithm for User Satisfaction-oriented Privacy Model

被引:0
|
作者
Sun, Yinggang [1 ]
Zhang, Hongguo [1 ]
Zhang, Luogang [1 ]
Ma, Chao [1 ]
Huang, Hai [1 ]
Zhan, Dongyang [2 ,3 ]
Qu, Jiaxing [4 ]
机构
[1] Harbin Univ Sci & Technol, Harbin 150040, Peoples R China
[2] Harbin Inst Technol, Sch Cyberspace Sci, Harbin 150001, Peoples R China
[3] Ohio State Univ, Columbus, OH 43202 USA
[4] Heilongjiang Prov Cyberspace Res Ctr, Harbin 150001, Peoples R China
基金
中国国家自然科学基金;
关键词
Anonymization; Historical Configuration Scheme Resource Pool; Privacy Protection; Positive Recommendation Process; Reverse Recommendation Process; Satisfaction; NETWORKS;
D O I
10.3837/tiis.2022.10.012
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Anonymization technology is an important technology for privacy protection in the process of data release. Usually, before publishing data, the data publisher needs to use anonymization technology to anonymize the original data, and then publish the anonymized data. However, for data publishers who do not have or have less anonymized technical knowledge background, how to configure appropriate parameters for data with different characteristics has become a more difficult problem. In response to this problem, this paper adds a historical configuration scheme resource pool on the basis of the traditional anonymization process, and configuration parameters can be automatically recommended through the historical configuration scheme resource pool. On this basis, a privacy model hybrid recommendation algorithm for user satisfaction is formed. The algorithm includes a forward recommendation process and a reverse recommendation process, which can respectively perform data anonymization processing for users with different anonymization technical knowledge backgrounds. The privacy model hybrid recommendation algorithm for user satisfaction described in this paper is suitable for a wider population, providing a simpler, more efficient and automated solution for data anonymization, reducing data processing time and improving the quality of anonymized data, which enhances data protection capabilities.
引用
收藏
页码:3419 / 3437
页数:19
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