[CS598 DL4H] Multi View Time Series: Task Implementation#1023
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amucharla wants to merge 9 commits intosunlabuiuc:masterfrom
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[CS598 DL4H] Multi View Time Series: Task Implementation#1023amucharla wants to merge 9 commits intosunlabuiuc:masterfrom
amucharla wants to merge 9 commits intosunlabuiuc:masterfrom
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Contributor
Type of Contribution
Standalone Task (Option 3)
Original Paper
Oh, Y. & Bui, A.A.T. (2025). Multi-View Contrastive Learning for Robust
Domain Adaptation in Medical Time Series Analysis. CHIL 2025.
https://arxiv.org/abs/2506.22393
Description
Implements MultiViewTimeSeriesTask, a standalone PyHealth task that generates
three complementary views (temporal, derivative, frequency) from physiological
EEG/ECG/EMG signals for multi-view contrastive learning domain adaptation.
Files Added/Changed
pyhealth/tasks/multi_view_time_series_task.py— core task implementationtests/test_multi_view_time_series_task.py— test suiteexamples/sleepedf_multi_view_time_series_simpleclassifier.py— ablation studydocs/api/tasks/pyhealth.tasks.multi_view_time_series_task.rst— docsdocs/api/tasks.rst— docs