1. Problems of Discrete Inference with Noisy or Incomplete Data Open Access Author: Hehir, Jonathan Title: Problems of Discrete Inference with Noisy or Incomplete Data Graduate Program: Statistics Keywords: differential privacycommunity detectionspectral clusteringdistinct countingdata sketching File: Download hehir-dissertation.pdf Committee Members: Bing Li, Professor in Charge/Director of Graduate StudiesDavid Hunter, Major Field MemberXiaoyue Niu, Dissertation AdvisorAleksandra Slavkovic, Chair & Dissertation AdvisorDaniel Kifer, Outside Unit & Field Member