Diane J. Cook

Multi-Source Deep Domain Adaptation with Weak Supervision for Time-Series Sensor Data

2020

Domain adaptation (DA) offers a valuable means to reuse data and models for new problem domains. However, robust techniques have not yet been considered for time series data with varying amounts of data availability. In …

The Scope of In-Context Learning for the Extraction of Medical Temporal Constraints

2023 · arXiv (Cornell University)

Medications often impose temporal constraints on everyday patient activity. Violations of such medical temporal constraints (MTCs) lead to a lack of treatment adherence, in addition to poor health outcomes and increased healthcare expenses. These MTCs …