请你结合该方面的硕士论文以深度自编码神经网络原理及其在金融领域的应用为题写一篇论文大纲

I. Introduction

• Background and motivation
• Research objective and significance
• Research questions

II. Literature Review

• Overview of deep learning and autoencoders
• Related studies on deep autoencoder applications in finance

III. Theoretical Framework

• Basic principles of deep autoencoder neural networks
• Understanding the encoding and decoding processes
• Training and optimization algorithms

IV. Methodology

• Data sources and variables selection
• Model design and architecture
• Model training and validation

V. Empirical Results

• Description of the dataset
• Performance evaluation metrics
• Analysis of the experiment results

VI. Applications in Finance

• Financial forecasting and risk management
• Fraud detection and anomaly detection
• Portfolio optimization and asset allocation

VII. Conclusion and Future Work

• Summary of the research findings
• Limitations and challenges
• Suggestions for future research

VIII. References