Time Series Detectors
======================

PyOD has 7 dedicated time series detectors. Rankings from `TSB-AD <https://github.com/TheDatumOrg/TSB-AD>`_ (NeurIPS 2024, 1,070 datasets).

See :doc:`examples/timeseries` for usage and input format.

pyod.models.ts\_od module
--------------------------

.. automodule:: pyod.models.ts_od
    :members:
    :exclude-members: get_params, set_params
    :undoc-members:
    :show-inheritance:


pyod.models.ts\_matrix\_profile module
---------------------------------------

.. automodule:: pyod.models.ts_matrix_profile
    :members:
    :exclude-members: get_params, set_params
    :undoc-members:
    :show-inheritance:


pyod.models.ts\_spectral\_residual module
------------------------------------------

.. automodule:: pyod.models.ts_spectral_residual
    :members:
    :exclude-members: get_params, set_params
    :undoc-members:
    :show-inheritance:


pyod.models.ts\_kshape module
------------------------------

.. automodule:: pyod.models.ts_kshape
    :members:
    :exclude-members: get_params, set_params
    :undoc-members:
    :show-inheritance:


pyod.models.ts\_sand module
-----------------------------

.. automodule:: pyod.models.ts_sand
    :members:
    :exclude-members: get_params, set_params
    :undoc-members:
    :show-inheritance:


pyod.models.ts\_lstm module
-----------------------------

.. automodule:: pyod.models.ts_lstm
    :members:
    :exclude-members: get_params, set_params
    :undoc-members:
    :show-inheritance:


pyod.models.ts\_anomaly\_transformer module
--------------------------------------------

.. automodule:: pyod.models.ts_anomaly_transformer
    :members:
    :exclude-members: get_params, set_params
    :undoc-members:
    :show-inheritance: