DOAJ Open Access 2017

Survey on differential privacy and its progress

Zhi-qiang GAO Yu-tao WANG

Abstrak

With the arrival of the era of big data sharing,data privacy protection issues will be highlighted.Since its introduction in 2006,differential privacy technology has been widely researched in data mining and data publishing.In recent years,Google,Apple and other companies have introduced differential privacy technology into the latest products,and differential privacy technology has become the focus of academia and industry again.Firstly,the traditional centralized model of differential privacy was summarized,from the perspective of analysis of data mining and data released in the differential privacy way.Then the latest local differential privacy regarding data collection and data analysis based on the local model was described,involving crowdsourcing with random response technology,BloomFilter,statistical inference techniques.Finally,the main problems and solutions of differential privacy technology were summarized.

Topik & Kata Kunci

Penulis (2)

Z

Zhi-qiang GAO

Y

Yu-tao WANG

Format Sitasi

GAO, Z., WANG, Y. (2017). Survey on differential privacy and its progress. http://www.joconline.com.cn/thesisDetails#10.11959/j.issn.1000-436x.2017241

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Tahun Terbit
2017
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DOAJ
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Open Access ✓