simulation_nonconformal_mass_score_mix_reg: simulation based non-conformal mass scores

In benjaminleroy/simulationBands: Conformal Prediction Bands with Simulations

Description

this wrapper assumes a model has been fit relative to the 2 mode mixture of linear regression (similar to flexmix) for the underlying mass non-conformal mass scores

Usage

simulation_nonconformal_mass_score_mix_reg(x, y, model_params, sim_num = 100)

Arguments

x	true x
y	true y
model_params	list of model parameters of with names as follows beta: a vector, length 2 intercept: a vector, length 2 sd: a vector, length 2 proportions: a vector, length 2 that represent a conditional distribution defined by y ~ p1 M1(x) + p2 M2(x) where (M1,M2)(x) ~ right_intercept + N(right_beta*x, right_sd) and (p1,p2) = right_proportions
sim_num	number of simulations to base the kernel density estimate of the cde

Value

nonconformal score for (x,y) pair under specified model

benjaminleroy/simulationBands documentation built on Dec. 19, 2021, 8:41 a.m.