IDmining: Intrinsic Dimension for Data Mining

Contains techniques for mining large high-dimensional data sets by using the concept of Intrinsic Dimension (ID). Here the ID is not necessarily integer. It is extended to fractal dimensions. And the Morisita estimator is used for the ID estimation, but other tools are included as well.

Author
Jean Golay and Mohamed Laib
Date of publication
2016-11-25 19:47:55
Maintainer
Jean Golay <Jean.Golay@unil.ch>
License
CC BY-NC-SA 4.0
Version
1.0.0
URLs

View on CRAN

Man pages

Butterfly
Butterfly Data Set Generator
IDmining-package
Intrinsic Dimension for Data Mining
logMINDEX
The Multipoint Morisita Index in 1, 2 or Higher Dimensions
MINDEX_SP
The Multipoint Morisita Index for Spatial Patterns
MINDID
The (Multipoint) Morisita Index for Intrinsic Dimension...
RenDim
Renyi's Generalized Dimensions
SwissRoll
Swiss Roll Data Set Generator

Files in this package

IDmining
IDmining/NAMESPACE
IDmining/R
IDmining/R/MINDID.R
IDmining/R/RenDim.R
IDmining/R/logMINDEX.R
IDmining/R/IDmining.R
IDmining/R/SwissRoll.R
IDmining/R/MINDEX_SP.R
IDmining/R/Butterfly.R
IDmining/MD5
IDmining/DESCRIPTION
IDmining/man
IDmining/man/SwissRoll.Rd
IDmining/man/MINDEX_SP.Rd
IDmining/man/Butterfly.Rd
IDmining/man/RenDim.Rd
IDmining/man/MINDID.Rd
IDmining/man/IDmining-package.Rd
IDmining/man/logMINDEX.Rd