Package dprep


Detailed Description

Title:Data preprocessing and visualization functions for classification Description:Functions for normalization, treatment of missing values, discretization, outlier detection, feature selection, and visualization.

Author:Edgar Acuna<edgar@cs.uprm.edu> and Caroline Rodriguez<caroline@math.uprm.edu> Maintainer:Edgar Acuna <edgar@cs.uprm.edu> Version:1.0 Built:R 2.2.1; i486-pc-linux-gnu; 2006-04-05 21:38:23; unix License:GPL Packaged:Sat Jul 9 06:31:56 2005; edgar acuna Suggests:stats, class, MASS, rpart, nnet URL:http://math.uprm.edu/~edgar/


baysout
Outlier detection using the Bay and Schwabacher's algorithm.
lastPlot.jpeg

Last ouput from baysout(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/baysout/example.log
breastw
The Breast Wisconsin dataset
lastPlot.jpeg

Last ouput from breastw(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/breastw/example.log
censusn
The census dataset
lastPlot.jpeg

Last ouput from censusn(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/censusn/example.log
colon
The Alon et al.'s colon dataset
lastPlot.jpeg

Last ouput from colon(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/colon/example.log
hawkins
The Hawkins-Bradu-Kass dataset
lastPlot.jpeg

Last ouput from hawkins(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/hawkins/example.log
heartc
The Heart Cleveland dataset
lastPlot.jpeg

Last ouput from heartc(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/heartc/example.log
hepatitis
The hepatitis dataset
lastPlot.jpeg

Last ouput from hepatitis(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/hepatitis/example.log
imagmiss
Visualization of Missing Data
lastPlot.jpeg

Last ouput from imagmiss(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/imagmiss/example.log
ionosphere
The Ionosphere dataset
lastPlot.jpeg

Last ouput from ionosphere(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/ionosphere/example.log
mahaout
Multivariate outlier detection through the boxplot of the Mahalanobis distance
lastPlot.jpeg

Last ouput from mahaout(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/mahaout/example.log
maxlof
Detection of multivariate outliers using the LOF algorithm
lastPlot.jpeg

Last ouput from maxlof(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/maxlof/example.log
outbox
Detecting outliers through boxplots of the features.
lastPlot.jpeg

Last ouput from outbox(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/outbox/example.log
rangenorm
range normalization
lastPlot.jpeg

Last ouput from rangenorm(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/rangenorm/example.log
relief
RELIEF Feature Selection
lastPlot.jpeg

Last ouput from relief(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/relief/example.log
robout
Outlier Detection with Robust Mahalonobis distance
lastPlot.jpeg

Last ouput from robout(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/robout/example.log
sonar
The Sonar dataset
lastPlot.jpeg

Last ouput from sonar(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/sonar/example.log
starcoord
The star coordinates plot
lastPlot.jpeg

Last ouput from starcoord(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/starcoord/example.log
surveyplot
Surveyplot
lastPlot.jpeg

Last ouput from surveyplot(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/surveyplot/example.log
vehicle
The Vehicle dataset
lastPlot.jpeg

Last ouput from vehicle(). For all plots see PDF file.

PDF output with all plots
Example code and log output is in the "Files" section, please see: dprep/vehicle/example.log


Generated on Fri Apr 14 15:02:05 2006 for RGraphExampleLibrary by  doxygen 1.4.6