Merge remote-tracking branch 'origin/master' into radical-doc

This commit is contained in:
Ryan Curtin
2024-08-28 21:53:31 -04:00
3 changed files with 22 additions and 2 deletions
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@@ -100,6 +100,11 @@ Predict continuous values.
### Clustering algorithms
***NOTE:*** this documentation is still under construction and so some
algorithms that mlpack implements are not yet listed here. For now, see
[the mlpack/methods directory](https://github.com/mlpack/mlpack/tree/master/src/mlpack/methods)
for a full list of algorithms.
Group points into clusters.
* [`MeanShift`](user/methods/mean_shift.md): clustering with the density-based
@@ -107,18 +112,33 @@ Group points into clusters.
### Geometric algorithms
***NOTE:*** this documentation is still under construction and so no geometric
algorithms in mlpack are documented yet. For now, see
[the mlpack/methods directory](https://github.com/mlpack/mlpack/tree/master/src/mlpack/methods)
for a full list of algorithms.
Computations based on distance metrics.
<!-- TODO: add some -->
### Preprocessing utilities
***NOTE:*** this documentation is still under construction and so no
preprocessing utilities in mlpack are documented yet. For now, see
[the mlpack/methods/preprocess directory](https://github.com/mlpack/mlpack/tree/master/src/mlpack/methods)
for a full list of algorithms.
Prepare data for machine learning algorithms.
<!-- TODO: add some -->
### Transformations
***NOTE:*** this documentation is still under construction and so some
algorithms that mlpack implements are not yet listed here. For now, see
[the mlpack/methods directory](https://github.com/mlpack/mlpack/tree/master/src/mlpack/methods)
for a full list of algorithms.
Transform data from one space to another.
* [`AMF`](user/methods/amf.md): alternating matrix factorization
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@@ -474,7 +474,7 @@ class CustomNumericSplit
- ***Note***: `BestBinaryCategoricalSplit` should not be chosen when there
are multiple classes and many categories.
- ***Note***: for regression tasks,
[W. Fisher's proof of correctness](http://www.csiss.org/SPACE/workshops/2004/SAC/files/fisher.pdf)
[W. Fisher's proof of correctness](https://www.mlpack.org/papers/fisher.pdf)
only applies to when `FitnessFunction` is `MSEGain`; therefore,
`BestBinaryCategoricalSplit` requires the use of `MSEGain`.
* A custom class must take a [`FitnessFunction`](#fitnessfunction) as a
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@@ -26,7 +26,7 @@ add_all_bindings(hmm hmm_train "Misc. / Other")
add_all_bindings(hmm hmm_generate "Misc. / Other")
add_all_bindings(hmm hmm_loglik "Misc. / Other")
add_all_bindings(hmm hmm_viterbi "Misc. / Other")
add_all_bindings(hoeffding_trees hoeffding_tree "Clustering")
add_all_bindings(hoeffding_trees hoeffding_tree "Classification")
add_all_bindings(kde kde "Misc. / Other")
add_all_bindings(kernel_pca kernel_pca "Transformations")
add_all_bindings(kmeans kmeans "Clustering")