A Deep Learning Approach with Feature Derivation and Selection for Overdue Repayment Forecasting

A Deep Learning Approach with Feature Derivation and Selection for Overdue Repayment Forecasting

Risk control has always been a major challenge in finance. Overdue repayment is a frequently encountered discreditable behavior in online lending. Motivated by the powerful capabilities of deep neural networks, we propose a fusion deep learning approach, namely AD-MBLSTM, based on the deep neural ne...

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Bibliographic Details
Main Authors: Bin Liu, Zhexi Zhang, Junchi Yan, Ning Zhang, Hongyuan Zha, Guofu Li, Yanting Li, Quan Yu
Format: Article
Language:English
Published: MDPI AG 2020-11-01
Series:Applied Sciences
Subjects:
overdue repayment forecasting
online lending
feature derivation
machine learning
deep learning
attention mechanism
Online Access:https://www.mdpi.com/2076-3417/10/23/8491

Internet

https://www.mdpi.com/2076-3417/10/23/8491

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