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Title: GitHub - ksanjeevan/randomforest-density-python: Random Forests for Density Estimation in Python · GitHub

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Description: Random Forests for Density Estimation in Python. Contribute to ksanjeevan/randomforest-density-python development by creating an account on GitHub.

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https://github.com/ksanjeevan/randomforest-density-python#density-estimation-forests-in-python
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https://github.com/ksanjeevan/randomforest-density-python#usage
https://github.com/ksanjeevan/randomforest-density-python#introduction
https://github.com/ksanjeevan/randomforest-density-python#random-forest-implementation
stumpshttps://en.wikipedia.org/wiki/Decision_stump
entropy gainhttps://en.wikipedia.org/wiki/Differential_entropy
overfittinghttps://en.wikipedia.org/wiki/Overfitting
https://github.com/ksanjeevan/randomforest-density-python/blob/master/result_plots/lcurve.gif
ill-posed regularization problemhttps://en.wikipedia.org/wiki/Tikhonov_regularization
https://github.com/ksanjeevan/randomforest-density-python/blob/master/result_plots/evol.png
herehttps://www1.icsi.berkeley.edu/~barath/papers/kneedle-simplex11.pdf
Decision Forests for Classification, Regression, Density Estimation, Manifold Learning and Semi-Supervised Learninghttps://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/decisionForests_MSR_TR_2011_114.pdf
Random training data set sampling (e.g. bagging) https://en.wikipedia.org/wiki/Bootstrap_aggregating
Randomized node optimizationhttps://en.wikipedia.org/wiki/Random_subspace_method
https://github.com/ksanjeevan/randomforest-density-python/blob/master/result_plots/density_estimation.png
Jensen-Shannon Divergencehttps://en.wikipedia.org/wiki/Jensen%E2%80%93Shannon_divergence
https://github.com/ksanjeevan/randomforest-density-python/blob/master/result_plots/density_comp.png
https://github.com/ksanjeevan/randomforest-density-python#leaf-prediction-using-kde
Kernel Density Estimationhttps://web.as.uky.edu/statistics/users/pbreheny/621/F10/notes/10-28.pdf
adaptive bandwidthhttps://indico.cern.ch/event/548789/contributions/2258640/attachments/1327011/1992522/kde.pdf
https://github.com/ksanjeevan/randomforest-density-python/blob/master/result_plots/density_comp_kde.png
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random-forest https://github.com/topics/random-forest
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