3 papers
cs.LG2025
Developing Cryptocurrency Trading Strategy Based on Autoencoder-CNN-GANs Algorithms
Zhuohuan Hu, Richard Yu, Zizhou Zhang +3
This paper leverages machine learning algorithms to forecast and analyze financial time series. The process begins with a denoising autoencoder to filter out random noise fluctuati…
cs.LG2025
Credit Risk Analysis for SMEs Using Graph Neural Networks in Supply Chain
Zizhou Zhang, Qinyan Shen, Zhuohuan Hu +2
Small and Medium-sized Enterprises (SMEs) are vital to the modern economy, yet their credit risk analysis often struggles with scarce data, especially for online lenders lacking di…
cs.LG2025
Credit Risk Identification in Supply Chains Using Generative Adversarial Networks
Zizhou Zhang, Xinshi Li, Yu Cheng +2
Credit risk management within supply chains has emerged as a critical research area due to its significant implications for operational stability and financial sustainability. The…