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doc/tutorials/det/det.txt(3) MLPACK doc/tutorials/det/det.txt(3)

NAME

doc/tutorials/det/det.txt -
Tutorial for how to perform density estimation with Density Estimation Trees (DET).

SYNOPSIS

Functions


f f $V (t)$is the volume of the node$t$and$ilde
 
see subsection cli_alt_reg_tut
 
Alternate DET regularization
 
The usual regularized error f
 
$R_ alpha (t)\f $of a node\f $t\f $is given by"
 

Variables


f is the set of leaves in the
 
subtree rooted at f $t f For
 
the purposes of density estimation"
 
this option is not available
 
in DET right now"
 
f is the set of leaves in the
 
subtree rooted at f $t f For
 
the purposes of density there
 
is a different form of regularization"
 
f is the set of leaves in the
 
subtree rooted at f $t f For
 
the purposes of density there
 
is a different form of we
 
penalize the sum of the
 
inverse of the volumes of the
 
leaves With this very small
 
volume nodes are discouraged
 
unless the data actually
 
warrants it Thus"
 

Detailed Description

Tutorial for how to perform density estimation with Density Estimation Trees (DET).
Author:
Parikshit Ram
Definition in file det.txt.

Function Documentation

f f $V (t)

Definition at line 374 of file det.txt.

see subsection cli_alt_reg_tut Alternate DET regularization The usual regularized error f $R_ alpha (t)

Definition at line 367 of file det.txt.

Variable Documentation

f is the set of leaves in the subtree rooted at f $t f For the purposes of density estimation

Definition at line 377 of file det.txt.

this option is not available in DET right now

Definition at line 364 of file det.txt.

f is the set of leaves in the subtree rooted at f $t f For the purposes of density there is a different form of we penalize the sum of the inverse of the volumes of the leaves With this regularization

Definition at line 377 of file det.txt.

f is the set of leaves in the subtree rooted at f $t f For the purposes of density there is a different form of we penalize the sum of the inverse of the volumes of the leaves With this very small volume nodes are discouraged unless the data actually warrants it Thus

Definition at line 377 of file det.txt.

Author

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