Communication-efficient Classification in P2P Networks

• Main Authors: ANG, Hock Hee, Gopalkrishnan, Vivekanand, NG, Wee Keong, HOI, Steven C. H.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2009
• Subjects: Computer Sciences; Databases and Information Systems; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/sis_research/2374; https://ink.library.smu.edu.sg/context/sis_research/article/3374/viewcontent/chp_3A10.1007_2F978_3_642_04180_8_23.pdf
• Institution: Singapore Management University

Distributed classification aims to learn with accuracy comparable to that of centralized approaches but at far lesser communication and computation costs. By nature, P2P networks provide an excellent environment for performing a distributed classification task due to the high availability of shared...