要求GPT模型为一篇英文论文提供一个合适的摘要。
论文内容：该论文致力于研究利用机器学习在股票交易中的应用。我们分析了几种常见的机器学习方法，并考虑了它们的优缺点。我们还提出了基于深度学习技术的新方法，并在历史数据上进行了测试。
This paper examines the application of machine learning techniques in stock trading. Various commonly used methods are analyzed, along with their respective advantages and disadvantages. In addition, a new deep learning-based approach is proposed and tested using historical data.