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Table 3 Estimated effective sample size and autocorrelation in simulated data

From: Performance of Hamiltonian Monte Carlo and No-U-Turn Sampler for estimating genetic parameters and breeding values

True heritability

Method

ESS

Autocorrelation

Lag1

Lag5

Lag10

Lag50

0.1

GS

53

0.97

0.93

0.86

0.54

HMC

91

0.96

0.88

0.79

0.36

NUTS

1196

0.64

0.26

0.10

0.00

0.3

GS

204

0.93

0.78

0.62

0.08

HMC

413

0.84

0.61

0.39

− 0.06

NUTS

1192

0.64

0.28

0.11

0.00

0.5

GS

263

0.93

0.74

0.57

0.05

HMC

462

0.84

0.57

0.37

− 0.03

NUTS

833

0.72

0.38

0.18

0.05

  1. GS Gibbs sampling, HMC Hamiltonian Monte Carlo, NUTS No-U-Turn Sampler