1. Data Reduction for Communication-efficient Machine Learning Open Access Author: Lu, Hanlin Title: Data Reduction for Communication-efficient Machine Learning Graduate Program: Computer Science and Engineering Keywords: distributed machine learningcoresetdistributed k-meansquantizationdimensionality reductionedge-based machine learning File: Download Hanlin_Lu_dissertation.pdf Committee Members: Vijaykrishnan Narayanan, Major Field MemberLingzhou Xue, Outside Unit & Field MemberTing He, Chair & Dissertation AdvisorMehrdad Mahdavi, Major Field MemberChitaranjan Das, Program Head/Chair