Graduate Theses: Recent submissions
Now showing items 88-90 of 36437
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Scheduling Strategies for Bus Operator Retention: A Mixed-Methods Evaluation of Bus Operator Preferences and 4-Day Workweek Feasibility
(Massachusetts Institute of Technology, 2025-09)Public transit agencies face significant and growing challenges related to workforce shortages, absenteeism, and employee retention, which threaten service reliability. Reports found that 90% of U.S. transit agencies are ... -
Sampling Methods for Fast and Versatile GNN Training
(Massachusetts Institute of Technology, 2022-09)Graph neural networks (GNNs) have become a commonly used class of machine learning models that achieve state-of-the-art performance in various applications. A prevalent and effective approach for applying GNNs on large ... -
Optimizing Graph Neural Network Training on Large Graphs in A Distributed Setting
(Massachusetts Institute of Technology, 2022-09)Graph neural networks (GNNs) are an important class of methods for leveraging the information present in graph structures to perform various learning tasks. Distributed GNNs can improve the performance of GNN execution by ...
