ssl.h File Reference

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Classes
struct	data
struct	vector_double
struct	vector_int
struct	options
class	Delta
Defines
#define	CGITERMAX   10000
#define	SMALL_CGITERMAX   10
#define	EPSILON   1e-6
#define	BIG_EPSILON   0.01
#define	RELATIVE_STOP_EPS   1e-9
#define	MFNITERMAX   50
#define	TSVM_ANNEALING_RATE   1.5
#define	TSVM_LAMBDA_SMALL   1e-5
#define	DA_ANNEALING_RATE   1.5
#define	DA_INIT_TEMP   10
#define	DA_INNER_ITERMAX   100
#define	DA_OUTER_ITERMAX   30
Enumerations
enum	{ RLS, SVM, TSVM, DA_SVM }
Functions
bool	operator< (const Delta &a, const Delta &b)
void	initialize (struct vector_double *A, int k, double a)
void	initialize (struct vector_int *A, int k)
void	GetLabeledData (struct data *Data_Labeled, const struct data *Data)
double	norm_square (const vector_double *A)
void	ssl_train (struct data *Data, struct options *Options, struct vector_double *W, struct vector_double *O)
int	CGLS (const struct data *Data, const struct options *Options, const struct vector_int *Subset, struct vector_double *Weights, struct vector_double *Outputs)
int	L2_SVM_MFN (const struct data *Data, struct options *Options, struct vector_double *Weights, struct vector_double *Outputs, int ini)
double	line_search (double *w, double *w_bar, double lambda, double *o, double *o_bar, double *Y, double *C, int d, int l)
int	TSVM_MFN (const struct data *Data, struct options *Options, struct vector_double *Weights, struct vector_double *Outputs)
int	switch_labels (double *Y, double *o, int *JU, int u, int S)
int	DA_S3VM (struct data *Data, struct options *Options, struct vector_double *Weights, struct vector_double *Outputs)
void	optimize_p (const double *g, int u, double T, double r, double *p)
int	optimize_w (const struct data *Data, const double *p, struct options *Options, struct vector_double *Weights, struct vector_double *Outputs, int ini)
double	transductive_cost (double normWeights, double *Y, double *Outputs, int m, double lambda, double lambda_u)
double	entropy (const double *p, int u)
double	KL (const double *p, const double *q, int u)

---

Define Documentation

#define BIG_EPSILON   0.01

Definition at line 27 of file ssl.h.

#define CGITERMAX   10000

Definition at line 24 of file ssl.h.

#define DA_ANNEALING_RATE   1.5

Definition at line 32 of file ssl.h.

#define DA_INIT_TEMP   10

Definition at line 33 of file ssl.h.

#define DA_INNER_ITERMAX   100

Definition at line 34 of file ssl.h.

#define DA_OUTER_ITERMAX   30

Definition at line 35 of file ssl.h.

#define EPSILON   1e-6

Definition at line 26 of file ssl.h.

#define MFNITERMAX   50

Definition at line 29 of file ssl.h.

#define RELATIVE_STOP_EPS   1e-9

Definition at line 28 of file ssl.h.

#define SMALL_CGITERMAX   10

Definition at line 25 of file ssl.h.

#define TSVM_ANNEALING_RATE   1.5

Definition at line 30 of file ssl.h.

#define TSVM_LAMBDA_SMALL   1e-5

Definition at line 31 of file ssl.h.

---

Enumeration Type Documentation

anonymous enum

Enumerator:

RLS
SVM
TSVM
DA_SVM

Definition at line 80 of file ssl.h.

---

Function Documentation

int CGLS	(	const struct data *	Data,
		const struct options *	Options,
		const struct vector_int *	Subset,
		struct vector_double *	Weights,
		struct vector_double *	Outputs
	)

Definition at line 75 of file ssl.cpp.

int DA_S3VM	(	struct data *	Data,
		struct options *	Options,
		struct vector_double *	Weights,
		struct vector_double *	Outputs
	)

Definition at line 600 of file ssl.cpp.

double entropy	(	const double *	p,
		int	u
	)

Definition at line 1066 of file ssl.cpp.

void GetLabeledData	(	struct data *	Data_Labeled,
		const struct data *	Data
	)

Definition at line 1127 of file ssl.cpp.

void initialize	(	struct vector_int *	A,
		int	k
	)

Definition at line 1118 of file ssl.cpp.

void initialize	(	struct vector_double *	A,
		int	k,
		double	a
	)

Definition at line 1109 of file ssl.cpp.

double KL	(	const double *	p,
		const double *	q,
		int	u
	)

Definition at line 1078 of file ssl.cpp.

int L2_SVM_MFN	(	const struct data *	Data,
		struct options *	Options,
		struct vector_double *	Weights,
		struct vector_double *	Outputs,
		int	ini
	)

Definition at line 214 of file ssl.cpp.

double line_search	(	double *	w,
		double *	w_bar,
		double	lambda,
		double *	o,
		double *	o_bar,
		double *	Y,
		double *	C,
		int	d,
		int	l
	)

Definition at line 383 of file ssl.cpp.

double norm_square

(

const vector_double *

A

)

Definition at line 1099 of file ssl.cpp.

bool operator<	(	const Delta &	a,
		const Delta &	b
	)

Definition at line 126 of file ssl.h.

void optimize_p	(	const double *	g,
		int	u,
		double	T,
		double	r,
		double *	p
	)

Definition at line 971 of file ssl.cpp.

int optimize_w	(	const struct data *	Data,
		const double *	p,
		struct options *	Options,
		struct vector_double *	Weights,
		struct vector_double *	Outputs,
		int	ini
	)

Definition at line 683 of file ssl.cpp.

void ssl_train	(	struct data *	Data,
		struct options *	Options,
		struct vector_double *	W,
		struct vector_double *	O
	)

Definition at line 33 of file ssl.cpp.

int switch_labels	(	double *	Y,
		double *	o,
		int *	JU,
		int	u,
		int	S
	)

Definition at line 555 of file ssl.cpp.

double transductive_cost	(	double	normWeights,
		double *	Y,
		double *	Outputs,
		int	m,
		double	lambda,
		double	lambda_u
	)

Definition at line 1048 of file ssl.cpp.

int TSVM_MFN	(	const struct data *	Data,
		struct options *	Options,
		struct vector_double *	Weights,
		struct vector_double *	Outputs
	)

FIXME Clear(Data_Labeled);

Definition at line 460 of file ssl.cpp.