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Table 3 LASSO variables’ screening process

From: Improving the prediction of going concern of Taiwanese listed companies using a hybrid of LASSO with data mining techniques

Steps

Work-G1 (AIC)

Work-G2a (AIC)

Work-G3 (AIC)

Work-G4b (AIC)

Work-G5 (AIC)

1

X4 (−77.5676)

X4 (−94.7118)

X4 (−66.0500)

X4 (−83.1760)

X4 (−71.2937)

2

X22 (−108.2326)

X6 (−93.3790)

X6 (−80.9976)

X22 (−83.9267)

X22 (−115.3547)

3

X11 (−116.1226)

X22 (−94.0645)

X22 (−79.4015)

X6 (−87.0297)

X11 (−125.4222)

4

X6 (−127.3604)

X19 (−93.0137)

X19 (−129.3612)

X20 (−85.2646)

X20 (−123.5628)

5

X20 (−146.4499)

X20 (−100.9320)

X13 (−134.4688)

X15 (−94.1284)

X6 (−124.3376)

6

X7 (−152.5126)

X15 (−101.0658)

X14 (−132.8479)

X11 (−95.2185)

X14 (−133.9785)

7

X5 (−152.5561)

X17 (−100.642)

X20 (−134.1510)

X14 (−107.4634)

X16 (−134.0137)

8

 

X14 (−104.7244)

X17 (−136.4395)

X1 (−120.0362)

 

9

 

X11 (−102.8433)

X16 (−142.2861)

X9 (−120.4143)

 

10

 

X13 (−107.1809)

   

11

 

X5 (−107.8717)

   

12

 

X12 (−116.8996)

   

13

 

X16 (−124.2823)

   
  1. aX9 effect entered at step, AIC value is −104.7244, removed at step 13, AIC value form −107.8717 decease to −115.5186
  2. bX21 effect entered at step 5, AIC value is −93.7699, removed at step 9, AIC value form −107.4634 decease to −112.5140