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merlion.models.anomaly.rst

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anomaly

.. automodule:: merlion.models.anomaly
   :members:
   :undoc-members:
   :show-inheritance:

Base classes

.. autosummary::
    base

Univariate models:

.. autosummary::
    dbl
    windstats
    spectral_residual
    stat_threshold
    zms

Multivariate <tutorials/anomaly/2_AnomalyMultivariate> models:

.. autosummary::
    isolation_forest
    random_cut_forest
    autoencoder
    dagmm
    lstm_ed
    vae
    deep_point_anomaly_detector

Subpackages

.. toctree::
   :maxdepth: 4

   merlion.models.anomaly.forecast_based
   merlion.models.anomaly.change_point

Base classes

anomaly.base

.. automodule:: merlion.models.anomaly.base
   :members:
   :undoc-members:
   :show-inheritance:

Univariate models

anomaly.dbl

.. automodule:: merlion.models.anomaly.dbl
   :members:
   :undoc-members:
   :show-inheritance:

anomaly.windstats

.. automodule:: merlion.models.anomaly.windstats
   :members:
   :undoc-members:
   :show-inheritance:

anomaly.spectral_residual

.. automodule:: merlion.models.anomaly.spectral_residual
   :members:
   :undoc-members:
   :show-inheritance:

anomaly.stat_threshold

.. automodule:: merlion.models.anomaly.stat_threshold
   :members:
   :undoc-members:
   :show-inheritance:

anomaly.zms

.. automodule:: merlion.models.anomaly.zms
   :members:
   :undoc-members:
   :show-inheritance:

Multivariate models

anomaly.isolation_forest

.. automodule:: merlion.models.anomaly.isolation_forest
   :members:
   :undoc-members:
   :show-inheritance:

anomaly.random_cut_forest

.. automodule:: merlion.models.anomaly.random_cut_forest
   :members:
   :undoc-members:
   :show-inheritance:

anomaly.autoencoder

.. automodule:: merlion.models.anomaly.autoencoder
   :members:
   :undoc-members:
   :show-inheritance:

anomaly.vae

.. automodule:: merlion.models.anomaly.vae
   :members:
   :undoc-members:
   :show-inheritance:

anomaly.dagmm

.. automodule:: merlion.models.anomaly.dagmm
   :members:
   :undoc-members:
   :show-inheritance:

anomaly.lstm_ed

.. automodule:: merlion.models.anomaly.lstm_ed
   :members:
   :undoc-members:
   :show-inheritance:

anomaly.lof

.. automodule:: merlion.models.anomaly.lof
   :members:
   :undoc-members:
   :show-inheritance:

anomaly.deep_point_anomaly_detector

.. automodule:: merlion.models.anomaly.deep_point_anomaly_detector
   :members:
   :undoc-members:
   :show-inheritance: