Changelog Changed

docs/changes/739.feature.rst

@@ -1 +1,19 @@
-A feature dealing with Gaussian Processes for Qpo analysis
+This is a JAX implementation of the GP tool by `Hubener et al <https://arxiv.org/pdf/2205.12716.pdf#:~:text=ABSTRACT%20Analyses%20of%20quasi%2Dperiodic,flares%20and%20fast%20radio%20bursts.>`_ 
+for QPO detection and parameter analysis.
+
+This feature makes use of tinygp library for Gaussian Processes implementation, and jaxns for nested sampling,
+and is kept in the stingray.modeling.gpmodelling module.
+
+Main features of the module are:
+
+- get_prior: This function makes the prior function for a specified prior dictionary.
+- get_likelihood: This function makes the log_likelihood function for the given Kernel, Mean model and lightcurve.
+- GPResult class: The class which takes a Lightcurve, and performs Nested Sampling for a given prior and likelihood.
+
+The additional Dependencies for the code
+- jax
+- tinygp
+- jaxns
+- etils
+- tensorflow_probability
+- typing_extensions