Asymmetric Private Set Intersection with Applications to Contact Tracing and Private Vertical Federated Machine Learning [paper] [arxiv 20.11]
A homomorphic-encryption-based vertical federated learning scheme for rick management [arxiv 2020]
Accelerating intra-party communication in vertical federated learning [CoNEXT 2020]
Papers on vertically partioned data
[2003] - Privacy-preserving k-means clustering over vertically partitioned data [paper] [KDD 2003]
[2002] - Privacy preserving association rule mining in vertically partitioned data [paper] [KDD 2002]
[2006] - Privacy-Preserving SVM Classification on Vertically Partitioned Data [paper] [PAKDD 2006]
[2008] - Privacy-preserving decision trees over vertically partitioned data [paper] [TKDD 2008]
[2008] - A Survey of Privacy-Preserving Methods Across Vertically Partitioned Data [paper]
Secure linear regression on vertically partitioned datasets [paper] [IACR Cryptol 2016]
A new privacy-preserving proximal support vector machine for classification of vertically partitioned data [paper] [International Journal of Machine Learning and Cybernetics 2015]
Privacy preserving random decision tree classification over horizontally and vertically partitioned data [paper] [DASC/PiCom/DataCom/CyberSciTech 2018]