Ejemplo n.º 1
0
# print(k_desc)
# print(sampleCurves(k_desc))
#
# # Peak Sigmoid
# k_peak = kBase * SigmoidalIndicatorKernel(1, True)
# k_peak.plot()
# print(k_peak)
# print(sampleCurves(k_peak))
#
# # Hole Sigmoid
# k_hole = kBase * SigmoidalIndicatorKernel(1, False)
# k_hole.plot()
# print(k_hole)
# print(sampleCurves(k_hole))

plt.show()

## Change Operators

k_CP = CP(LIN(), PER())
k_CP.plot()
print(k_CP)
print(sampleCurves(k_CP, xlims=(-3., 5.)))

k_CW = CW(LIN(), PER())
k_CW.plot()
print(k_CW)
print(sampleCurves(k_CW))

plt.show()
Ejemplo n.º 2
0
from GPy_ABCD.Kernels.baseKernels import *
from GPy_ABCD.Util.kernelUtil import sampleCurves
from matplotlib import pyplot as plt

## Pure Kernels

WN().plot()
print(WN())
print(sampleCurves(WN()))

C().plot()
print(C())
print(sampleCurves(C()))

LIN().plot()
print(LIN())
print(sampleCurves(LIN()))

SE().plot()
print(SE())
print(sampleCurves(SE()))

PER().plot()
print(PER())
print(sampleCurves(PER()))

plt.show()

## Combinations of kernels

# k_prod = LIN() * PER()
Ejemplo n.º 3
0
from GPy_ABCD.Util.kernelUtil import sampleCurves
from GPy_ABCD.Kernels.baseKernels import *
from matplotlib import pyplot as plt

S().plot()
print(S())
sampleCurves(S())

Sr().plot()
print(Sr())
sampleCurves(Sr())

SI().plot()
print(SI())
sampleCurves(SI())

SIr().plot()
print(SIr())
sampleCurves(SIr())

plt.show()
Ejemplo n.º 4
0
# k_peak = kBase * SigmoidalIndicatorKernel(1, True)
# k_peak.plot()
# print(k_peak)
# sampleCurves(k_peak)
#
# # Hole Sigmoid
# k_hole = kBase * SigmoidalIndicatorKernel(1, False)
# k_hole.plot()
# print(k_hole)
# sampleCurves(k_hole)


plt.show()



## Change Operators

k_CP = CP(LIN(), PER())
k_CP.plot()
print(k_CP)
sampleCurves(k_CP)

k_CW = CW(LIN(), PER())
k_CW.plot()
print(k_CW)
sampleCurves(k_CW)


plt.show()
Ejemplo n.º 5
0
from GPy_ABCD.Util.kernelUtil import sampleCurves
from GPy_ABCD.Kernels.baseKernels import *
from matplotlib import pyplot as plt

PER.plot()
print(PER)
sampleCurves(PER)

plt.show()
Ejemplo n.º 6
0
from GPy_ABCD.Kernels.baseKernels import *
from GPy_ABCD.Util.kernelUtil import sampleCurves
from matplotlib import pyplot as plt

## Pure Kernels

WN().plot()
print(WN())
sampleCurves(WN())

C().plot()
print(C())
sampleCurves(C())

LIN().plot()
print(LIN())
sampleCurves(LIN())

SE().plot()
print(SE())
sampleCurves(SE())

PER().plot()
print(PER())
sampleCurves(PER())

plt.show()

## Combinations of kernels

# k_prod = LIN() * PER()