1. Explainable Predictive Modeling and Causal Effect Estimation from Complex Time-varying Data Open Access Author: Hsieh, Tsung Yu Title: Explainable Predictive Modeling and Causal Effect Estimation from Complex Time-varying Data Graduate Program: Computer Science and Engineering Keywords: Explainable Machine LearningTime Series LearningDeep Neural NetworksAttention NetworksFunctional Data AnalysisCausal Inference File: Download Dissertation-TsungYuHsieh.pdf Committee Members: David Miller, Major Field MemberWang-Chien Lee, Major Field MemberVasant Honavar, Chair & Dissertation AdvisorMatthew Reimherr, Outside Unit & Field MemberChitaranjan Das, Program Head/Chair