regressions

Documentation

Index

• func ClassifierDataset(coefs map[int]float64, M mat.Matrix) []float64
• func CoefEstimate(X_dense, y_dense mat.Matrix, n_cols int) map[int]float64
• func LinearRegression()
• func LogisticRegression()
• func PolynomialRegression()
• func RBFRegression()
• func RadialBasisVector(center mat.Matrix, vector mat.Matrix, beta float64) float64
• func SimpleLinearRegression()
• type RBFRegressionStruct
  • func (rbf *RBFRegressionStruct) CalculateGradient(X mat.Matrix) mat.Matrix
  • func (rbf *RBFRegressionStruct) Fit(X mat.Matrix, y mat.Matrix, Type utils.TypeFactoration)
  • func (rbf *RBFRegressionStruct) Predict(X mat.Matrix) []float64
  • func (rbf *RBFRegressionStruct) SetCenters(X mat.Matrix)

Functions

func ClassifierDataset

func ClassifierDataset(coefs map[int]float64, M mat.Matrix) []float64

func CoefEstimate

func CoefEstimate(X_dense, y_dense mat.Matrix, n_cols int) map[int]float64

func LinearRegression

func LinearRegression()

func LogisticRegression

func LogisticRegression()

func PolynomialRegression

func PolynomialRegression()

func RBFRegression

func RBFRegression()

func RadialBasisVector

func RadialBasisVector(center mat.Matrix, vector mat.Matrix, beta float64) float64

func SimpleLinearRegression

func SimpleLinearRegression()

Types

type RBFRegressionStruct

type RBFRegressionStruct struct {
	NumCenters int
	Centers    mat.Matrix
	Beta       float64
	Weight     mat.Matrix
}

func (*RBFRegressionStruct) CalculateGradient

func (rbf *RBFRegressionStruct) CalculateGradient(X mat.Matrix) mat.Matrix

func (*RBFRegressionStruct) Fit

func (rbf *RBFRegressionStruct) Fit(X mat.Matrix, y mat.Matrix, Type utils.TypeFactoration)

func (*RBFRegressionStruct) Predict

func (rbf *RBFRegressionStruct) Predict(X mat.Matrix) []float64

func (*RBFRegressionStruct) SetCenters

func (rbf *RBFRegressionStruct) SetCenters(X mat.Matrix)