大数据、人工智能与机器学习:金融科技领域的变革性共生关系

Big data, artificial intelligence and machine learning: A transformative symbiosis in favour of financial technology

European Financial Management · 2022
被引 140 · 同刊同年前 4%
人大 A-ABS 3

中文导读

通过多维描述性分析,梳理大数据、人工智能和机器学习技术在金融科技中的渗透程度,提出三者共生关系的框架,并验证其对金融服务业和数据科学家角色转变的影响,同时讨论AI伦理、监管科技等挑战。

Abstract

Abstract This paper uses a multidimensional descriptive analysis to familiarize the reader with the extent of penetration of big data, artificial intelligence (AI) and machine learning (ML) techniques in the financial technology roadmap. We propose a clear framework for the symbiotic nature of these data science themes towards fintech empowerment. The framework is validated through their impact on fintech, financial services' profession and the shifting paradigm of the data scientist role. We also discuss the dark side of this symbiosis, while AI and ML techniques are tied with the future challenges of AI ethics, regulation technology and the smart data utilization.

金融科技大数据人工智能机器学习