2018
ACL
ACL 2018
Multi-task learning for interpretable cause of death classification using key phrase prediction
Abstract
AbstractWe introduce a multi-task learning model for cause-of-death classification of verbal autopsy narratives that jointly learns to output interpretable key phrases. Adding these key phrases outperforms the baseline model and topic modeling features.
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Interdisciplinary Bridge
- Machine Learning and Natural Language Processing
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Keyword Pioneer
- cause-of-death classification
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Hot Topic Early Bird
- multi-task learning
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Cross-Pollinator
- Artificial Intelligence, Computer Vision, Data Science & Analytics, Deep Learning, Healthcare & Medicine, Interdisciplinary, Machine Learning, Mathematics & Optimization, Natural Language Processing, Reinforcement Learning, Robotics, Speech & Audio