/home/ryan/src/mlpack.org/_src/mlpack-3.3.1/doc/tutorials/det/det.txt File Reference

Tutorial for how to perform density estimation with Density Estimation Trees (DET). More...

f f $V (t)\f$ is the volume of the node \f $t\f$ and \f$\tilde see subsection cli_alt_reg_tut Alternate DET regularization The usual regularized error f$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).

Definition in file det.txt.

## ◆ $V()  f f$V ( t )

Definition at line 351 of file det.txt.

 see subsection cli_alt_reg_tut Alternate DET regularization The usual regularized error f $R_ alpha ( t ) Definition at line 344 of file det.txt. ## Variable Documentation ## ◆ estimation  f is the set of leaves in the subtree rooted at f$t f For the purposes of density estimation

Definition at line 354 of file det.txt.

## ◆ now

 this option is not available in DET right now

Definition at line 341 of file det.txt.

 f is the set of leaves in the subtree rooted at f $t f For the purposes of density there is a different form of we penalize the sum of the inverse of the volumes of the leaves With this regularization Definition at line 354 of file det.txt. ## ◆ Thus  f is the set of leaves in the subtree rooted at f$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 354 of file det.txt.