Module: tfp.vi.mutual_information
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Mutual information estimators and helpers.
Functions
lower_bound_barber_agakov(...): Lower bound on mutual information from [Barber and Agakov (2003)][1].
lower_bound_info_nce(...): InfoNCE lower bound on mutual information.
lower_bound_jensen_shannon(...): Lower bound on Jensen-Shannon (JS) divergence.
lower_bound_nguyen_wainwright_jordan(...): Lower bound on Kullback-Leibler (KL) divergence from Nguyen at al.
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Last updated 2023-11-21 UTC.
[null,null,["Last updated 2023-11-21 UTC."],[],[],null,["# Module: tfp.vi.mutual_information\n\n\u003cbr /\u003e\n\n|----------------------------------------------------------------------------------------------------------------------------------------|\n| [View source on GitHub](https://github.com/tensorflow/probability/blob/v0.23.0/tensorflow_probability/python/vi/mutual_information.py) |\n\nMutual information estimators and helpers.\n\nFunctions\n---------\n\n[`lower_bound_barber_agakov(...)`](../../tfp/vi/mutual_information/lower_bound_barber_agakov): Lower bound on mutual information from \\[Barber and Agakov (2003)\\]\\[1\\].\n\n[`lower_bound_info_nce(...)`](../../tfp/vi/mutual_information/lower_bound_info_nce): InfoNCE lower bound on mutual information.\n\n[`lower_bound_jensen_shannon(...)`](../../tfp/vi/mutual_information/lower_bound_jensen_shannon): Lower bound on Jensen-Shannon (JS) divergence.\n\n[`lower_bound_nguyen_wainwright_jordan(...)`](../../tfp/vi/mutual_information/lower_bound_nguyen_wainwright_jordan): Lower bound on Kullback-Leibler (KL) divergence from Nguyen at al."]]
View source on GitHub