Technical Reports by Author
Theses by Author
ML Theses (with Joint Degrees)

2019 Series

CMU-ML-19-100
Anomaly Detection in Graphs and Time Series: Algorithms and Applications
Bryan Hooi, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-101
Selective Data Acquisition in Learning and Decision Making Problems
Yining Wang, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-102
Gradient Descent for Non-convex Problems in Modern Machine Learning
Simon Shaolei Du, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-103
New Advances in Sparse Learning, Deep Networks, and Adversarial Learning: Theory and Applications
Hongyang Zhang, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-104
Nonparametric Methods with Total Variation Type Regularization
Veeranjaneyulu Sadhanala, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-105
Statistical and Computational Properties of Some "User-Friendly" Methods for High-Dimensional Estimation
Alnur Ali, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-106
Anytime Prediction and Learning for the Balance between Computation and Accuracy
Hanzhang Hu, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-107
Unified Models for Dynamical Systems
Carlton Downey, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-108
Learning Gene Networks Underlying Clinical Phenotypes Under SNP Perturbations From Genome-Wide Data
Calvin McCarter, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-109
Accelerating Text-as-Data Research in Computational Social Science
Dallas Card, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-110
Towards Literate Artificial Intelligence
Mrinmaya Sachan, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-111
Effective and Efficient Learning at Scale
Adams Wei Yu, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-112
Multi-View Relationships for Analytics and Inference
Eric Lei, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-113
Post-Inference Methods for Scalable Probabilistic Modeling and Sequential Decision Making
Willie Neiswanger, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-114
Estimating Probability Distributions and their Properties
Shashank Singh, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-115
Learning Generative Models using Transformations
Chun-Liang Li, Ph.D. Thesis
Abstract, .pdf

CMU-ML-19-116
Strategic Exploration in Reinforcement Learning - New Algorithms and Learning Guarantees
Christoph Dann, Ph.D. Thesis
Abstract, .pdf

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