// Initialize will set up the PLA structure with the following:
// - the random linear function
// - vector Xn with X0 at 1 and X1 and X2 random point in the defined input space.
// - vector Yn the output of the random linear function on each point Xi. either -1 or +1 based on the linear function.
// - vector Wn is set to zero.
//
func (pla *PLA) Initialize() {
pla.TargetVars = linear.RandLinearVars(pla.Interval) // create the random vars of the random linear function
pla.TargetFunction = pla.TargetVars.Func()
pla.Xn = make([]Point, pla.N)
pla.Yn = make([]int, pla.N)
pla.Wn[0] = float64(0)
pla.Wn[1] = float64(0)
pla.Wn[2] = float64(0)
for i := 0; i < pla.N; i++ {
pla.Xn[i][0] = float64(1)
pla.Xn[i][1] = pla.Interval.RandFloat()
pla.Xn[i][2] = pla.Interval.RandFloat()
pla.Yn[i] = evaluate(pla.TargetFunction, pla.Xn[i])
}
}
// Initialize will set up the PLA structure with the following:
// - the random linear function
// - vector Xn with X0 at 1 and X1 and X2 random point in the defined input space.
// - vector Yn the output of the random linear function on each point Xi. either -1 or +1 based on the linear function.
// - vector Wn is set to zero.
func (linreg *LinearRegression) Initialize() {
// generate random target function if asked. (this is the default behavior)
if linreg.RandomTargetFunction {
linreg.TargetVars = linear.RandLinearVars(linreg.Interval) // create the random vars of the random linear function
linreg.TargetFunction = linreg.TargetVars.Func()
}
linreg.Xn = make([][]float64, linreg.N)
for i := 0; i < linreg.N; i++ {
linreg.Xn[i] = make([]float64, linreg.VectorSize)
}
linreg.Yn = make([]int, linreg.N)
linreg.Wn = make([]float64, linreg.VectorSize)
for i := 0; i < linreg.N; i++ {
linreg.Xn[i][0] = float64(1)
for j := 1; j < len(linreg.Xn[i]); j++ {
linreg.Xn[i][j] = linreg.Interval.RandFloat()
}
flip := 1
if linreg.Noise != 0 {
r := rand.New(rand.NewSource(time.Now().UnixNano()))
rN := r.Intn(100)
if rN < int(math.Ceil(linreg.Noise*100)) {
flip = -1
}
}
// output with potential noise in 'flip' variable
if !linreg.TwoParams {
linreg.Yn[i] = evaluate(linreg.TargetFunction, linreg.Xn[i]) * flip
} else {
linreg.Yn[i] = evaluateTwoParams(linreg.TargetFunction, linreg.Xn[i]) * flip
}
}
}