Coresets for vertical federated learning: Regularized linear regression and k-means clustering

• Main Authors: HUANG, Lingxiao, LI, Zhize, SUN, Jialin, ZHAO, Haoyu
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/8686; https://ink.library.smu.edu.sg/context/sis_research/article/9689/viewcontent/NeurIPS22_full_coresetvfl.pdf
• Institution: Singapore Management University

Vertical federated learning (VFL), where data features are stored in multiple parties distributively, is an important area in machine learning. However, the communication complexity for VFL is typically very high. In this paper, we propose a unified framework by constructing coresets in a distribute...