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Differential privacy in data publication and analysis

หน่วยงาน Nanyang Technological University, Singapore

รายละเอียด

ชื่อเรื่อง : Differential privacy in data publication and analysis
นักวิจัย : Yang, Yin , Zhang, Zhenjie , Miklau, Gerome , Winslett, Marianne , Xiao, Xiaokui
คำค้น : -
หน่วยงาน : Nanyang Technological University, Singapore
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : Yang, Y., Zhang, Z., Miklau, G., Winslett, M., & Xiao, X. (2012). Differential privacy in data publication and analysis. Proceedings of the 2012 international conference on Management of Data - SIGMOD '12, 601-606. , http://hdl.handle.net/10220/12636 , http://dx.doi.org/10.1145/2213836.2213910
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

Data privacy has been an important research topic in the security, theory and database communities in the last few decades. However, many existing studies have restrictive assumptions regarding the adversary's prior knowledge, meaning that they preserve individuals' privacy only when the adversary has rather limited background information about the sensitive data, or only uses certain kinds of attacks. Recently, differential privacy has emerged as a new paradigm for privacy protection with very conservative assumptions about the adversary's prior knowledge. Since its proposal, differential privacy had been gaining attention in many fields of computer science, and is considered among the most promising paradigms for privacy-preserving data publication and analysis. In this tutorial, we will motivate its introduction as a replacement for other paradigms, present the basics of the differential privacy model from a database perspective, describe the state of the art in differential privacy research, explain the limitations and shortcomings of differential privacy, and discuss open problems for future research.

บรรณานุกรม :
Yang, Yin , Zhang, Zhenjie , Miklau, Gerome , Winslett, Marianne , Xiao, Xiaokui . (2555). Differential privacy in data publication and analysis.
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Yang, Yin , Zhang, Zhenjie , Miklau, Gerome , Winslett, Marianne , Xiao, Xiaokui . 2555. "Differential privacy in data publication and analysis".
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Yang, Yin , Zhang, Zhenjie , Miklau, Gerome , Winslett, Marianne , Xiao, Xiaokui . "Differential privacy in data publication and analysis."
    กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print.
Yang, Yin , Zhang, Zhenjie , Miklau, Gerome , Winslett, Marianne , Xiao, Xiaokui . Differential privacy in data publication and analysis. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.