Recent advances in artificial intelligence (AI) for quantitative trading have led to its general superhuman performance in significant trading performance. However, the potential risk of AI trading is a "black box" decision. Some AI computing mechanisms are complex and challenging to understand. If we use AI without proper supervision, AI may lead to wrong choices and make huge losses. Hence, we need to ask about the AI "black box", including why did AI decide to do this or not? Why can people trust AI or not? How can people fix their mistakes? These problems also highlight the challenges that AI technology can explain in the trading field.
翻译:最近人工智能(AI)在定量交易方面的进步导致其在重大贸易业绩方面的总体超人业绩。然而,人工智能交易的潜在风险是“黑盒”决定。一些人工智能计算机制复杂且难以理解。如果我们在没有适当监督的情况下使用人工智能,则AI可能导致错误选择并造成巨大损失。因此,我们需要问一下人工智能“黑盒”为什么决定这样做?为什么AI决定这么做?人们可以信任还是不相信人工智能?人们如何纠正错误?这些问题也凸显了AI技术在贸易领域可以解释的挑战。