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New dev
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Signed-off-by: Adam Li <adam2392@gmail.com>
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adam2392 committed Jul 18, 2024
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Expand Up @@ -5,10 +5,8 @@ learning problems. It extends the robust API of `scikit-learn <https://github.co
for tree algorithms that achieve strong performance in benchmark tasks.

Our package has implemented unsupervised forests (Geodesic Forests
[Madhyastha2020]_), oblique random forests (SPORF [Tomita2020]_ and
MORF [Li2023]_), and honest forests [Perry2021]_.
In the near future, we also plan to include extended isolation forests
and stream decision forests [Xu2022]_.
[Madhyastha2020]_), oblique random forests (SPORF [Tomita2020]_, manifold random forests,
MORF [Li2023]_), honest forests [Perry2021]_, extended isolation forests [Hariri2019]_, and more.

We encourage you to use the package for your research and also build on top
with relevant Pull Requests. See our examples for walk-throughs of how to use the package.
Expand All @@ -18,6 +16,10 @@ We are licensed under BSD-3 (see `License <https://github.com/neurodata/treeple/

.. topic:: References

.. [Hariri2019] Hariri, Sahand, Matias Carrasco Kind, and Robert J. Brunner.
"Extended isolation forest." IEEE transactions on knowledge and data
engineering 33.4 (2019): 1479-1489.
.. [Madhyastha2020] Madhyastha, Meghana, et al. :doi:`"Geodesic Forests"
<10.1145/3394486.3403094>`, KDD 2020, 513-523, 2020.
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