Collin Stultz

3 papers · 2016–2024 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🚀 Conference Pioneer

Venues

MLHC (2) ICML (1)

Top co-authors

John Guttag (2) Kun-Ta Chuang (1) Bryan Jangeesingh (1) Payal Chandak (1) Fu-Wen Liang (1) Nassim Oufattole (1) Ridwan Alam (1) Matthew B.A. McDermott (1) Marzyeh Ghassemi (1) Aparna Balagopalan (1)

Research topics

Machine Learning (3) Data Science & Analytics (2) Healthcare & Medicine (2) Clinical (2) Core Methods (2) Methods (2) Artificial Intelligence (1) Application Areas (1) Core AI (1) Learning Types (1)

Keywords

contrastive learning (2) transfer learning (1) embedding (1) self-supervised learning (1) multimodal learning (1) temporal information (1) pretraining (1) feature scaling (1) prediction model (1) disease prediction (1) clinical time series (1) mortality (1) representation learning (1) readmission (1)

Papers

Event-Based Contrastive Learning for Medical Time Series MLHC 2024 Sequential Multi-Dimensional Self-Supervised Learning for Clinical Time Series ICML 2023 Transferring Knowledge from Text to Predict Disease Onset MLHC 2016