Fast Differentially Private Matrix Factorization

6 May 2015

Papers citing "Fast Differentially Private Matrix Factorization"

42 / 42 papers shown

Title
Privacy-preserving recommender system using the data collaboration analysis for distributed datasets Tomoya Yanagi Shunnosuke Ikeda Noriyoshi Sukegawa Yuichi Takano FedML 18 2 0 24 May 2024
Near-Optimal differentially private low-rank trace regression with guaranteed private initialization Mengyue Zha 33 0 0 24 Mar 2024
DPI: Ensuring Strict Differential Privacy for Infinite Data Streaming Shuya Feng Meisam Mohammady Han Wang Xiaochen Li Zhan Qin Yuan Hong 18 6 0 07 Dec 2023
Fair Streaming Principal Component Analysis: Statistical and Algorithmic Viewpoint Junghyun Lee Hanseul Cho Se-Young Yun Chulhee Yun 17 5 0 28 Oct 2023
Towards Differential Privacy in Sequential Recommendation: A Noisy Graph Neural Network Approach Wentao Hu Hui Fang 17 2 0 17 Sep 2023
Modeling Recommender Ecosystems: Research Challenges at the Intersection of Mechanism Design, Reinforcement Learning and Generative Models Craig Boutilier Martin Mladenov Guy Tennenholtz OffRL CML 26 8 0 08 Sep 2023
Privacy-Preserving Matrix Factorization for Recommendation Systems using Gaussian Mechanism Sohan Salahuddin Mugdho H. Imtiaz 14 0 0 11 Apr 2023
Fairness-aware Differentially Private Collaborative Filtering Zhenhuan Yang Yingqiang Ge Congzhe Su Dingxian Wang Xiaoting Zhao Yiming Ying FedML 17 3 0 16 Mar 2023
Netflix and Forget: Efficient and Exact Machine Unlearning from Bi-linear Recommendations Mimee Xu Jiankai Sun Xin Yang K. Yao Chong-Jun Wang MU CML CLL 8 11 0 13 Feb 2023
Decentralized Matrix Factorization with Heterogeneous Differential Privacy Wentao Hu Hui Fang 9 0 0 01 Dec 2022
Privacy-preserving Non-negative Matrix Factorization with Outliers Swapnil Saha H. Imtiaz PICV 14 3 0 02 Nov 2022
Introducing the Huber mechanism for differentially private low-rank matrix completion R. Gowtham Gokularam M Thulasi Tholeti Sheetal Kalyani 11 0 0 16 Jun 2022
Differential Private Knowledge Transfer for Privacy-Preserving Cross-Domain Recommendation Chaochao Chen Huiwen Wu Jiajie Su Lingjuan Lyu Xiaolin Zheng L. xilinx Wang 21 70 0 10 Feb 2022
Privately Publishable Per-instance Privacy Rachel Redberg Yu-Xiang Wang 8 17 0 03 Nov 2021
One-Bit Matrix Completion with Differential Privacy Zhengpin Li Zheng Wei Zengfeng Huang Xiaojun Mao Jian Wang 12 0 0 02 Oct 2021
Applying Differential Privacy to Tensor Completion Zheng Wei Zhengpin Li Xiaojun Mao Jian Wang 11 1 0 01 Oct 2021
Private Alternating Least Squares: Practical Private Matrix Completion with Tighter Rates Steve Chien Prateek Jain Walid Krichene Steffen Rendle Shuang Song Abhradeep Thakurta Li Zhang 18 19 0 20 Jul 2021
Private and Utility Enhanced Recommendations with Local Differential Privacy and Gaussian Mixture Model Jeyamohan Neera Xiaomin Chen N. Aslam Kezhi Wang Zhan Shu 11 13 0 26 Feb 2021
Protecting Big Data Privacy Using Randomized Tensor Network Decomposition and Dispersed Tensor Computation Jenn-Bing Ong W. Ng Ivan Tjuawinata Chao Li Jielin Yang Sai None Myne Huaxiong Wang K. Lam C.-C. Jay Kuo FedML 23 3 0 04 Jan 2021
Locality Sensitive Hashing with Extended Differential Privacy Natasha Fernandes Yusuke Kawamoto Takao Murakami 16 12 0 19 Oct 2020
Privacy Enhancing Machine Learning via Removal of Unwanted Dependencies Mert Al Semih Yagli S. Kung 17 3 0 30 Jul 2020
Privacy-Preserving Multiple Tensor Factorization for Synthesizing Large-Scale Location Traces with Cluster-Specific Features Takao Murakami Koki Hamada Yusuke Kawamoto Takuma Hatano 9 4 0 11 Nov 2019
Certified Data Removal from Machine Learning Models Chuan Guo Tom Goldstein Awni Y. Hannun L. V. D. van der Maaten MU 12 412 0 08 Nov 2019
Privacy-Preserving Tensor Factorization for Collaborative Health Data Analysis Jing Ma Qiuchen Zhang Jian Lou Joyce C. Ho Li Xiong Xiaoqian Jiang 9 44 0 26 Aug 2019
Differentially Private Link Prediction With Protected Connections A. De Soumen Chakrabarti 16 2 0 20 Jul 2019
SoK: Differential Privacies Damien Desfontaines Balázs Pejó 11 121 0 04 Jun 2019
When and where do you want to hide? Recommendation of location privacy preferences with local differential privacy Maho Asada Masatoshi Yoshikawa Yang Cao 16 10 0 24 Apr 2019
PD-ML-Lite: Private Distributed Machine Learning from Lighweight Cryptography Maksim Tsikhanovich M. Magdon-Ismail M. Ishaq Vassilis Zikas 17 4 0 23 Jan 2019
Differentially Private User-based Collaborative Filtering Recommendation Based on K-means Clustering Zhili Chen Yu Wang Shun Zhang Hong Zhong Lin Chen 19 27 0 05 Dec 2018
Local Obfuscation Mechanisms for Hiding Probability Distributions Yusuke Kawamoto Takao Murakami 11 26 0 03 Dec 2018
Privacy and Fairness in Recommender Systems via Adversarial Training of User Representations Yehezkel S. Resheff Yanai Elazar Shimon Shahar Oren Sar Shalom FaML 8 18 0 10 Jul 2018
CryptoRec: Privacy-preserving Recommendation as a Service Jun Wang Afonso Arriaga Qiang Tang Peter Y. A. Ryan 13 3 0 07 Feb 2018
Differentially Private Matrix Completion Revisited Prateek Jain Om Thakkar Abhradeep Thakurta FedML 13 34 0 28 Dec 2017
Towards a More Reliable Privacy-preserving Recommender System Jiahui Jiang Cheng-Te Li Shou-de Lin 22 35 0 21 Nov 2017
Per-instance Differential Privacy Yu-Xiang Wang 21 5 0 24 Jul 2017
On the Power of Truncated SVD for General High-rank Matrix Estimation Problems S. Du Yining Wang Aarti Singh 11 15 0 22 Feb 2017
Differentially Private Neighborhood-based Recommender Systems Jun Wang Qiang Tang 16 11 0 09 Jan 2017
CuMF_SGD: Fast and Scalable Matrix Factorization Xiaolong Xie Wei Tan L. Fong Yun Liang 14 14 0 19 Oct 2016
On-Average KL-Privacy and its equivalence to Generalization for Max-Entropy Mechanisms Yu-Xiang Wang Jing Lei S. Fienberg 9 48 0 08 May 2016
An Improved Gap-Dependency Analysis of the Noisy Power Method Maria-Florina Balcan S. Du Yining Wang Adams Wei Yu 16 71 0 23 Feb 2016
Guess Who Rated This Movie: Identifying Users Through Subspace Clustering Amy Zhang N. Fawaz Stratis Ioannidis Andrea Montanari 36 67 0 09 Aug 2014
MCMC using Hamiltonian dynamics Radford M. Neal 132 3,260 0 09 Jun 2012