Diagnostic measures

Estimators

Nature of data analysis

RMSE

Influential points

D

OLS

All Data

−539.48

(258.16)

373.07

(36.07)

0.66

(0.12)

880.52

7, 11, 18

Without Influential

−642.98

(128.83)

410.25

(28.01)

0.46

(0.09)

368.56

M

All Data

−487.21

(89.26)

398.29

(12.47)

0.39

(0.04)

286.87

7, 31, 33, 35

Without Influential

−452.02

(112.35)

396.46

(13.32)

0.37

(0.07)

274.31

MM

All Data

−484.79

(97.50)

398.40

(12.09)

0.39

(0.06)

330.87

7, 18, 33

Without Influential

−482.56

(100.33)

398.53

(12.33)

0.3854

(0.06)

291.54

S

All Data

−483.82

(98.71)

398.45

(12.19)

0.39

(0.06)

366.10

7, 18, 33

Without Influential

−479.53

(108.50)

398.84

(13.11)

0.38

(0.06)

286.85

LTS

All Data

−493.80

(93.16)

398.09

(11.92)

0.40

(0.05)

314.26

7, 18, 33

Without Influential

−467.57

(107.70)

388.59

(22.33)

0.4160

(0.07)

284.72

DFFITS

OLS

All Data

−539.48

(258.16)

373.07

(36.07)

0.66

(0.12)

880.52

7, 18

WIP

−621.67

(113.86)

401.52

(15.26)

0.48

(0.06)

363.23

M

All Data

−487.21

(89.26)

398.29

(12.47)

0.39

(0.04)

286.87

7, 31, 33,

35

WIP

−452.02

(112.35)

396.46

(13.32)

0.37

(0.07)

274.31

MM

All Data

−484.79

(97.50)

398.40

(12.09)

0.39

(0.06)

330.87

7, 18, 33

WIP

−482.56

100.33

398.53

12.33

0.39

0.06

291.54

S

All Data

−483.82

(98.71)

398.45

(12.19)

0.39

(0.06)

366.10

7, 18, 33

WIP

−479.5

(108.50)

398.84

(13.11)

0.38

(0.06)

286.85

LTS

All Data

−493.80

(93.16)

398.09

(11.92)

0.40

(0.05)

314.26

7, 18, 33

WIP

−467.57

(107.70)

388.60

22.33

0.42

(0.07)

286.83

DFBETAS

OLS

All Data

−539.48

(258.16)

373.07

(36.07)

0.66

(0.12)

880.52

7, 18

WIP

−621.67

(113.86)

401.52

(15.26)

0.48

(0.06)

363.23

M

All Data

−487.21

(89.26)

398.29

(12.47)

0.39

(0.04)

286.87

NIL

WIP

−487.21

(89.26)

398.29

(12.47)

0.39

(0.04)

286.87

MM

All Data

−484.79

(97.50)

398.40

(12.09)

0.39

(0.06)

330.87

NIL

WIP

−484.79

(97.50)

398.40

(12.09)

0.39

(0.06)

330.87

S

All Data

−483.82

(98.71)

398.45

(12.19)

0.39

(0.06)

366.10

NIL

WIP

−483.82

(98.71)

398.45

(12.19)

0.39

(0.06)

366.10

LTS

All Data

−493.80

(93.16)

398.09

(11.92)

0.40

(0.05)

283.12

18

WIP

−493.80

(93.16)

398.09

(11.92)

0.40

(0.05)

283.12