Add Partial Dependence Plot

docs/src/api.rst

@@ -40,3 +40,12 @@ Classes
    CFI
    PFI
    D0CRT
+
+Marginal Importance
+===================
+.. autosummary::
+   :toctree: ./generated/api/marginal
+   :template: class.rst
+
+   PartialDependencePlot
+   PDP

docs/tools/references.bib

@@ -155,6 +155,15 @@ @article{fan2012variance
   year      = {2012}
 }
 
+@article{friedman2001greedy,
+  title     = {Greedy function approximation: a gradient boosting machine},
+  author    = {Friedman, Jerome H},
+  journal   = {Annals of statistics},
+  pages     = {1189--1232},
+  year      = {2001},
+  publisher = {JSTOR}
+}
+
 @article{gaonkar_deriving_2012,
   author  = {Gaonkar, Bilwaj and Davatzikos, Christos},
   journal = {International Conference on Medical Image Computing and Computer-Assisted Intervention},
@@ -169,6 +178,24 @@ @article{gaonkar_deriving_2012
   year    = {2012}
 }
 
+@article{greenwell2018simple,
+  title   = {A simple and effective model-based variable importance measure},
+  author  = {Greenwell, Brandon M and Boehmke, Bradley C and McCarthy, Andrew J},
+  journal = {arXiv preprint arXiv:1805.04755},
+  year    = {2018}
+}
+
+@article{goldstein2015peeking,
+  title     = {Peeking inside the black box: Visualizing statistical learning with plots of individual conditional expectation},
+  author    = {Goldstein, Alex and Kapelner, Adam and Bleich, Justin and Pitkin, Emil},
+  journal   = {journal of Computational and Graphical Statistics},
+  volume    = {24},
+  number    = {1},
+  pages     = {44--65},
+  year      = {2015},
+  publisher = {Taylor \& Francis}
+}
+
 @article{hirschhorn2005genome,
   author    = {Hirschhorn, Joel N and Daly, Mark J},
   journal   = {Nature reviews genetics},
@@ -202,6 +229,17 @@ @article{liu2022fast
   year      = {2022}
 }
 
+@article{molnar2025,
+  title    = {Interpretable Machine Learning},
+  subtitle = {A Guide for Making Black Box Models Explainable},
+  author   = {Christoph Molnar},
+  journal  = {github},
+  year     = {2025},
+  edition  = {3},
+  isbn     = {978-3-911578-03-5},
+  url      = {https://christophm.github.io/interpretable-ml-book}
+}
+
 @article{meinshausen2009pvalues,
   author    = {Nicolai Meinshausen, Lukas Meier and Peter Buhlmann},
   doi       = {10.1198/jasa.2009.tm08647},