updated index and Readme

lbl-camera · Feb 18, 2022 · 553f611 · 553f611
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diff --git a/README.md b/README.md
@@ -16,5 +16,5 @@ Coming soon: All those advancements for stochastic manifold learning
 
 ## Credits
 
-This package uses the hgdl package of David Perryman and Marcus Noack.
-
+This package uses the HGDL package of David Perryman and Marcus Noack, which
+is based on the [HGDN](https://www.sciencedirect.com/science/article/pii/S037704271730225X) algorithm by Noack and Funke.
diff --git a/docs/source/index.md b/docs/source/index.md
@@ -24,11 +24,12 @@ examples/single-task.ipynb
 
 # fvGP - A Flexible multi-task GP engine
 
+## fvGP
 Welcome to the documentation of the fvGP API.
 fvGP is a next-generation Gaussian (and Gaussian-related) process engine for flexible, domain-informed and 
 HPC-ready stochastic function approximation. It is the backbone of the [gpCAM](https://gpcam.readthedocs.io) API.
-The objective of fvGP is to take care of the mathematics behind GP training and predictions but allowing the user to have
-maximum flexibilitiy in defining the GP. 
+The objective of fvGP is to take care of the mathematics behind GP training and predictions but allow the user to have
+maximum flexibility in defining the GP. 
 
 ## See Also