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FisrEbp: Enterprise Bankruptcy Prediction via Fusing its Intra-risk and Spillover-Risk. (arXiv:2202.03874v1 [q-fin.RM])
Feb. 9, 2022, 2:11 a.m. | Yu Zhao, Shaopeng Wei, Yu Guo, Qing Yang, Gang Kou
cs.LG updates on arXiv.org arxiv.org
In this paper, we propose to model enterprise bankruptcy risk by fusing its
intra-risk and spillover-risk. Under this framework, we propose a novel method
that is equipped with an LSTM-based intra-risk encoder and GNNs-based
spillover-risk encoder. Specifically, the intra-risk encoder is able to capture
enterprise intra-risk using the statistic correlated indicators from the basic
business information and litigation information. The spillover-risk encoder
consists of hypergraph neural networks and heterogeneous graph neural networks,
which aim to model spillover risk through two …
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