Jaewon Chung

Prevent double SVD computation for selectSVD

2

## Expected Behavior SVD should be only computed once. When `select_dimension` is called, we already do an SVD, so no need to do it the second time once the embedding...

[WIP] Add two feature sampling methods for graphs

2

These are two methods for graph valued data. 1. Graph-Edge-MORF randomly takes one row of the adjacency matrices, then randomly samples some number of elements of that row based on...

Gini impurity is a fine metric when your dataset has balanced classes. However, in datasets that have large imbalanced classes, RerF runs into the same issue as all other random...

## Expected Behavior Installs all dependency ## Actual Behavior For some reason, `typing_extensions` isn't being installed as dependency. I will have to check but I believe its a dependency in...

Add CITATION.cff file

2

Create and add a `CITATION.cff` file for the [JMLR paper](https://www.jmlr.org/papers/volume20/19-490/19-490.pdf). See [About CITATION files](https://docs.github.com/en/repositories/managing-your-repositorys-settings-and-features/customizing-your-repository/about-citation-files).

Conditional Correlation Tests

5

#### Reference issue Closes #332 #### Type of change Addition of three correlation based conditional independence tests. 1. Partial pearson correlation test (univariate only) 2. Partial distance correlation (Szekely 2014)...

When d=1, correlation from CCA is same as absolute value of Pearsons. hyppo CCA does not return correct statistic. Similar issues with higher dimensions. I believe it has something to...

Specifying dim_contiguous causes seg faults in PatchObliqueForestClassifier

2

## Checklist - [x] I have verified that the issue exists against the `main` branch. - [ ] I have read the relevant section in the [contribution guide](https://github.com/py-why/pywhy-graphs/blob/main/CONTRIBUTING.md#bug-reports-and-feature-requests) on reporting...