Research Article
Research on Earnings Management of Growth Enterprise Market in China Stock Market: Comparative Analysis Based on the BPNN, GBDT, and MLR Models
Table 2
The results of linear regression analysis.
| Variables | |DA| | REM | Coef. | t | P > t | Coef. | t | P > t |
| Share proportion of the largest shareholder | −0.00062 | −2.39 | 0.017 | −5.7E − 05 | −0.16 | 0.874 | The proportion of state-owned shares | −0.00024 | −0.11 | 0.912 | 0.002611 | 0.87 | 0.383 | The legal person shareholding ratio | 0.024021 | 1.18 | 0.238 | 0.055345 | 1.95 | 0.051 | The condition of one person taking the chairman of theboard and the general manager | 0.003023 | 0.49 | 0.621 | 0.006022 | 0.71 | 0.48 | Proportion of the independent directors | −0.00057 | −0.79 | 0.427 | −0.00058 | −0.57 | 0.567 | Number of the directors | −0.00093 | −0.32 | 0.748 | 0.001601 | 0.4 | 0.691 | The shareholding ratio of members of the board of supervisors | −0.2949 | −1.27 | 0.204 | −0.13363 | −0.41 | 0.68 | The company size | −0.00554 | −1.33 | 0.184 | 0.0047 | 0.81 | 0.418 | Return on the equity | −0.01501 | −4.15 | 0 | −0.00502 | −0.99 | 0.32 | The asset-liability ratio | 0.060572 | 3.17 | 0.002 | 0.215889 | 8.1 | 0 | Total size of supervisors | 0.01993 | 2.55 | 0.011 | −0.00272 | −0.25 | 0.803 | _Cons | 0.163024 | 1.66 | 0.097 | −0.17102 | −1.25 | 0.212 |
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