rail.estimation.algos.GPz module

rail.estimation.algos.GPz.Dxy(X, Y)[source]

class rail.estimation.algos.GPz.GP(m, method='GL', joint=True, heteroscedastic=True, decorrelate=False, seed=0)[source]

Bases: object

ANN(theta, X, Y, omega=None, training=None, validation=None, returnModel=False)[source]

GPz(theta, X, Y, omega=None, training=None, validation=None, returnModel=False)[source]

callbackF(theta)[source]

getPHI(theta, X)[source]

init(X, Y, omega=None, training=None)[source]

predict(X, model='best')[source]

train(X, Y, omega=None, training=None, validation=None, maxIter=200, maxAttempts=inf)[source]

rail.estimation.algos.GPz.getOmega(y, method='normal', binWidth=0)[source]