Parametric models

Model

D ¯

pD

DIC

Model 1

16,469.70

117.18

16,586.88

Model 2a

16,469.82

117.19

16,587.01

Model 2b

16,469.79

117.19

16,586.98

Non-parametric models ( log r i t = α + u i + ϕ t + γ t + δ i j )

Model

Space-time interaction

a) RW1

b) RW2

D ¯

pD

DIC

D ¯

pD

DIC

Model 3

Additive model

36,361.70

84.26

36,445.96

36,361.85

84.26

36,446.11

Model 4

Type I

2354.81

186.84

2541.65

2354.02

186.85

2540.87

Model 5

Type II

2349.25

187.10

2536.35

2355.64

185.39

2541.03

Model 6

Type III

2349.29

187.62

2536.91

2349.28

187.62

2536.90

Model 7

Type IV

2350.34

187.15

2537.49

2353.30

186.55

2539.85

Non-parametric models log r i t = α + u i + γ t + δ i j

Model

Space-time interaction

a) RW1

b) RW2

D ¯

pD

DIC

D ¯

pD

DIC

Model 8

Additive model

36,361.87

84.26

36,446.13

36,362.04

84.26

36,446.30

Model 9

Type I

2354.84

186.85

2541.69

2354.00

186.87

2540.87

Model 10

Type II

2349.20

186.85

2536.30

2355.59

185.39

2540.98

Model 11

Type III

2349.27

187.62

2536.89

2349.28

187.62

2536.90

Model 12

Type IV

2350.30

187.15

2537.45

2353.23

186.55

2539.78