Differentially Private Subspace Clustering

• Main Authors: WANG, Yining, WANG, Yu-Xiang, SINGH, Aarti
• 格式: text
• 語言: English
• 出版: Institutional Knowledge at Singapore Management University 2015
• 主題: Theory and Algorithms
• 在線閱讀: https://ink.library.smu.edu.sg/sis_research/3469; https://ink.library.smu.edu.sg/context/sis_research/article/4470/viewcontent/149___Differentially_Private_Subspace_Clustering__NIPS2015_.pdf

Subspace clustering is an unsupervised learning problem that aims at grouping data points into multiple “clusters” so that data points in a single cluster lie approximately on a low-dimensional linear subspace. It is originally motivated by 3D motion segmentation in computer vision, but has recently...