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[CS598 DL4H] Multi View Time Series: Task Implementation #1023

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[CS598 DL4H] Multi View Time Series: Task Implementation #1023

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15d7f35
created task file
suhel-alam Apr 8, 2026
cb37ab9
added full code
suhel-alam Apr 8, 2026
71eedd8
updated task
suhel-alam Apr 9, 2026
de675ef
Add MultiViewTimeSeriesTask with tests
amucharla Apr 11, 2026
5305bd7
create ablation
suhel-alam Apr 18, 2026
5e4f63d
Add MultiViewTimeSeriesTask with tests
amucharla Apr 19, 2026
007e474
updated example
suhel-alam Apr 19, 2026
298dc91
Add MultiViewTimeSeriesTask with tests
amucharla Apr 19, 2026
c09abd5
Add MultiViewTimeSeriesTask with tests
amucharla Apr 19, 2026
7f8b313
Add MultiViewTimeSeriesTask with tests
amucharla Apr 22, 2026
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1 change: 1 addition & 0 deletions docs/api/tasks.rst
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Original file line number Diff line number Diff line change
Expand Up @@ -222,6 +222,7 @@ Available Tasks
Readmission Prediction <tasks/pyhealth.tasks.readmission_prediction>
Sleep Staging <tasks/pyhealth.tasks.sleep_staging>
Sleep Staging (SleepEDF) <tasks/pyhealth.tasks.SleepStagingSleepEDF>
Multi-View Time Series Task <tasks/pyhealth.tasks.multi_view_time_series_task>
Temple University EEG Tasks <tasks/pyhealth.tasks.temple_university_EEG_tasks>
Sleep Staging v2 <tasks/pyhealth.tasks.sleep_staging_v2>
Benchmark EHRShot <tasks/pyhealth.tasks.benchmark_ehrshot>
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18 changes: 18 additions & 0 deletions docs/api/tasks/pyhealth.tasks.multi_view_time_series_task.rst
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pyhealth.tasks.multi_view_time_series_task
==========================================

The ``multi_view_time_series_task`` module provides a standalone task for
generating three synchronized EEG views per epoch:

- Temporal view (raw signal)
- Derivative view (first-order difference)
- Frequency view (FFT magnitude)

.. autoclass:: pyhealth.tasks.multi_view_time_series_task.MultiViewTimeSeriesTask
:members:
:undoc-members:
:show-inheritance:

.. autofunction:: pyhealth.tasks.multi_view_time_series_task.load_epoch_views

.. autofunction:: pyhealth.tasks.multi_view_time_series_task.get_view_shapes
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