Research Article
Monitoring and Analysis of Venture Capital and Corporate Fraud Based on Deep Learning
| | (1) | (2) | Tobit | Negative binomial regression | | |
| VC | −0.018 | −0.132 | | (−2.09) | (−2.55) | Age | −0.009 | −0.041 | | (−1.87) | (−1.39) | Size | 0.004 | 0.033 | | (0.84) | (1.25) | ROA | −0.999 | −6.259 | | (−11.46) | (−11.75) | Dual | −0.026 | −0.173 | | (−2.98) | (−3.42) | Audit | −0.056 | −0.378 | | (−2.96) | (−2.85) | BdSize | 0.037 | 0.239 | | (1.84) | (1.92) | Tqmed | −0.016 | −0.123 | | (−0.95) | (−1.17) | Cash | −0.020 | −0.134 | | (−4.25) | (−4.51) | Constant | 0.375 | −0.662 | | (3.32) | (−0.98) | Observations | 12047 | 12047 | Year and industry | Yes | Yes | Pseudo R2 | 0.037 | 0.028 | AIC | 11914.801 | 16851.091 | Log likelihood | −5859.400 | −8327.546 |
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p < 0.10, p < 0.05, and p < 0.01. |