From 6ededec52c3135ac25068ade51b6c196e153679b Mon Sep 17 00:00:00 2001 From: Kazuki Adachi Date: Thu, 4 Apr 2024 21:06:14 +0900 Subject: [PATCH] modify formula of docstring --- ignite/metrics/mutual_information.py | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/ignite/metrics/mutual_information.py b/ignite/metrics/mutual_information.py index b01c967dce1..50e7d9b1b74 100644 --- a/ignite/metrics/mutual_information.py +++ b/ignite/metrics/mutual_information.py @@ -15,11 +15,10 @@ class MutualInformation(Metric): .. math:: - I(X;Y) = H(Y) - H(Y|X) + I(X;Y) &= H(Y) - H(Y|X) = H \left( \frac{1}{N}\sum_{i=1}^N \hat{\mathbf{p}}_i \right) - - \frac{1}{N}\sum_{i=1}^N H(\hat{\mathbf{p}}_i), - - H(\mathbf{p}) = -\sum_{c=1}^C p_c \log p_c. + - \frac{1}{N}\sum_{i=1}^N H(\hat{\mathbf{p}}_i), \\ + H(\mathbf{p}) &= -\sum_{c=1}^C p_c \log p_c. where :math:`\hat{\mathbf{p}}_i` is the prediction probability vector for :math:`i`-th input, and :math:`H(\mathbf{p})` is the entropy of :math:`\mathbf{p}`.