generalizedLinearModel(with method parameter)

Functions
template<domain D :shared3p >
GLMResult< D, float32 >	generalizedLinearModel (D int32[[1]] dependent, D int32[[2]] variables, int64 family, uint iterations, int64 SOLEmethod, uint SOLEiterations)
template<domain D :shared3p >
GLMResult< D, float64 >	generalizedLinearModel (D int64[[1]] dependent, D int64[[2]] variables, int64 family, uint iterations, int64 SOLEmethod, uint SOLEiterations)
template<domain D :shared3p >
GLMResult< D, float32 >	generalizedLinearModel (D float32[[1]] dependent, D float32[[2]] variables, int64 family, uint iterations, int64 SOLEmethod, uint SOLEiterations)
template<domain D :shared3p >
GLMResult< D, float64 >	generalizedLinearModel (D float64[[1]] dependent, D float64[[2]] variables, int64 family, uint iterations, int64 SOLEmethod, uint SOLEiterations)

Detailed Description

Fitting of generalized linear models.

Note

D - shared3p protection domain

Supported types - int32 / int64 / float32 / float64

You can pass an empty matrix as the variables argument to specify a null model with just intercept.

Parameters

dependent	- sample vector of the dependent variable
variables	- a matrix where each column is a sample of an explanatory variable
family	- indicates the distribution of the dependent variable
iterations	- number of iterations of the GLM algorithm
SOLEmethod	- method to use for solving systems of linear equations
SOLEiterations	- if the conjugate gradient method is used for solving systems of linear equations, this parameter is the number of iterations to use

Returns

returns GLMResult structure

Leakage

None

Function Documentation

generalizedLinearModel() [1/4]

GLMResult<D, float32> generalizedLinearModel	(	D float32[[1]]	dependent,
		D float32[[2]]	variables,
		int64	family,
		uint	iterations,
		int64	SOLEmethod,
		uint	SOLEiterations
	)

generalizedLinearModel() [2/4]

GLMResult<D, float64> generalizedLinearModel	(	D float64[[1]]	dependent,
		D float64[[2]]	variables,
		int64	family,
		uint	iterations,
		int64	SOLEmethod,
		uint	SOLEiterations
	)

generalizedLinearModel() [3/4]

GLMResult<D, float32> generalizedLinearModel	(	D int32[[1]]	dependent,
		D int32[[2]]	variables,
		int64	family,
		uint	iterations,
		int64	SOLEmethod,
		uint	SOLEiterations
	)

generalizedLinearModel() [4/4]

GLMResult<D, float64> generalizedLinearModel	(	D int64[[1]]	dependent,
		D int64[[2]]	variables,
		int64	family,
		uint	iterations,
		int64	SOLEmethod,
		uint	SOLEiterations
	)