#include "KKBaseTypes.h"
#include "RunLog.h"
#include "XmlStream.h"
#include "MLClass.h"
#include "FeatureVector.h"

Macros
#define	ASYMSIGMOID 3

#define	BINARY 3

#define	BITS 30

#define	BOMB -99

#define	BOOLE 3

#define	BOOLE_NO 10

#define	ENUM 2 /* integer values that use #defines */

#define	ENUM_NO 9 /* and cannot be changed mid-simulation */

#define	FAILURE -1

#define	FATAL 0

#define	FLOAT 1

#define	FLOAT_NO 8 /* most are used in memory allocation */

#define	GAUSSIAN 1

#define	GETTEST 5

#define	GETTESTFILE 13

#define	GETTRAINING 4

#define	GETTRAININGFILE 12

#define	GO 6

#define	INDEX 31

#define	INITFILE 15

#define	INT 0

#define	INT_MAX 32767
	Adapted by Kurt Kramer be a 'class' definition so as to make it more usable in th ePices software world. More...

#define	INT_NO 7 /* parameters only good in net-file */

#define	LINEAR 2

#define	LINELEN 1024

#define	LOSE 23

#define	max(X, Y) ((X > Y)?X:Y)

#define	min(X, Y) ((X < Y)?X:Y)

#define	NEXTLINE 0

#define	REAL 1

#define	SAVE 14

#define	SIGMOID 0

#define	STAGNANT 21

#define	TIMEOUT 22

#define	uccIGNORE 2

#define	VALUE 11

#define	VARSIGMOID 4

#define	WARN 1

#define	WIN 20

Typedefs
typedef bool	Boolean

Macro Definition Documentation

#define ASYMSIGMOID 3

Definition at line 222 of file UsfCasCor.h.

#define BINARY 3

Definition at line 241 of file UsfCasCor.h.

#define BITS 30

Definition at line 230 of file UsfCasCor.h.

#define BOMB -99

Definition at line 236 of file UsfCasCor.h.

#define BOOLE 3

Definition at line 199 of file UsfCasCor.h.

#define BOOLE_NO 10

Definition at line 206 of file UsfCasCor.h.

#define ENUM 2 /* integer values that use #defines */

Definition at line 198 of file UsfCasCor.h.

#define ENUM_NO 9 /* and cannot be changed mid-simulation */

Definition at line 205 of file UsfCasCor.h.

#define FAILURE -1

Definition at line 216 of file UsfCasCor.h.

#define FATAL 0

Definition at line 233 of file UsfCasCor.h.

#define FLOAT 1

Definition at line 197 of file UsfCasCor.h.

#define FLOAT_NO 8 /* most are used in memory allocation */

Definition at line 204 of file UsfCasCor.h.

#define GAUSSIAN 1

Definition at line 220 of file UsfCasCor.h.

#define GETTEST 5

Definition at line 201 of file UsfCasCor.h.

#define GETTESTFILE 13

Definition at line 209 of file UsfCasCor.h.

#define GETTRAINING 4

Definition at line 200 of file UsfCasCor.h.

#define GETTRAININGFILE 12

Definition at line 208 of file UsfCasCor.h.

#define GO 6

Definition at line 202 of file UsfCasCor.h.

#define INDEX 31

Definition at line 231 of file UsfCasCor.h.

#define INITFILE 15

Definition at line 211 of file UsfCasCor.h.

#define INT 0

Definition at line 196 of file UsfCasCor.h.

#define INT_MAX 32767

Adapted by Kurt Kramer be a 'class' definition so as to make it more usable in th ePices software world.

The original author is _____________. See notes below for original author, etc.

Modified by Kurt Kramer 2012-09-10: Originally written by R. Scott Crowder, III Se below for his comments.

I ported this implementation as found at USF into a c++ Class and integrated into the Pices application. 1) Restructured code as a c++ class. 2) A trained classifier is written to disk and can be reread at a later time. 3) Integrated into the Pices application. 4) Primary use will to be used in a Dual classifier setup along with a Support Vector Machine(SVM)(libSVM) where both classifiers agree on the prediction will the label be returned otherwise the label "UnKnown" will be returned. User will have option to have the common part of the prediction in the class hierarchy returned instead. 5) Added predicted confidence values for each class.

Changes made by Steven Eschrich eschr.nosp@m.ich@.nosp@m.csee..nosp@m.usf..nosp@m.edu Fall, 2001

The code was heavily modified in the I/O portion to follow C4.5 standard data formats (although currently only real-valued attributes are supported). It parses the .names file for classes (1 of N representation) and feature values (ignore or real). The logic simply treats all non-ignore fields as real so integer labels are treated as continuous.
All network parameters can be passed via command line arguments, try cascor -h for details. Briefly, -i # input epochs -o # output epochs -r # number of new units to add -P make predictions. generates a filestem.pred file with class names as predictions (from a .test file). -N normalize features to 0-1 -f filestem Filestem for data -R use training set (re-substitution)

All other parameters that could be specified in the .net file are specified as -O option=value (e.g. -O UseCache=True)
Defaults are used for parameters, in case someone starts it without any...
Support for index files (-I option). That is, the following files are supposed to exist filestem.data filestem.idata filestem.itest (-P only) filestem.names

The .idata and .itest are text files with the index number of the record in .data desired. The .data file must be in fixed-width format, each line padded to the same length with spaces.

Definition at line 186 of file UsfCasCor.h.

#define INT_NO 7 /* parameters only good in net-file */

Definition at line 203 of file UsfCasCor.h.

#define LINEAR 2

Definition at line 221 of file UsfCasCor.h.

#define LINELEN 1024

Definition at line 192 of file UsfCasCor.h.

#define LOSE 23

Definition at line 228 of file UsfCasCor.h.

#define max	(	X,
		Y
	)	((X > Y)?X:Y)

Definition at line 248 of file UsfCasCor.h.

#define min	(	X,
		Y
	)	((X < Y)?X:Y)

Definition at line 244 of file UsfCasCor.h.

#define NEXTLINE 0

Definition at line 215 of file UsfCasCor.h.

#define REAL 1

Definition at line 239 of file UsfCasCor.h.

#define SAVE 14

Definition at line 210 of file UsfCasCor.h.

#define SIGMOID 0

Definition at line 219 of file UsfCasCor.h.

#define STAGNANT 21

Definition at line 226 of file UsfCasCor.h.

#define TIMEOUT 22

Definition at line 227 of file UsfCasCor.h.

#define uccIGNORE 2

Definition at line 240 of file UsfCasCor.h.

#define VALUE 11

Definition at line 207 of file UsfCasCor.h.

#define VARSIGMOID 4

Definition at line 223 of file UsfCasCor.h.

#define WARN 1

Definition at line 234 of file UsfCasCor.h.

#define WIN 20

Definition at line 225 of file UsfCasCor.h.

Typedef Documentation

typedef bool Boolean

Definition at line 190 of file UsfCasCor.h.

Macros

Typedefs

Macro Definition Documentation

Typedef Documentation