pointwise.uncertainty: Computes pointwise uncertainty

Description Usage Arguments Examples

Description

Computes pointwise uncertainty

Usage

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pointwise.uncertainty(X, f.X, K.hat, x)

Arguments

X

a matrix whose rows are points where f is observed

f.X

a vector whose values are f evaluated at each row of X

K.hat

the empirical Lipschitz constant of f

x

the point for which to compute pointwise uncertainty

Examples

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X <- expand.grid(1:9, 1:9) / 10
f <- function(x) sin(x[1]) + cos(x[2])
f.X <- apply(X, 1, f)
K.hat <- find.K.hat(X, f.X)
pointwise.uncertainty(X, f.X, K.hat, c(.55,.33))

jeff-regier/MiniMiniMaxUQ documentation built on May 19, 2019, 1:45 a.m.