量化投资分析

(周倜)FIN50112023秋 2022秋 2021秋 2020秋 2019秋  
2023秋 2022秋 2021秋 2020秋 2019秋
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选课类别:专业任务 教学语言:英文
课程类别:专业选修课 开课单位:金融系
课程层次:研究生 获得学分:3.0
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课程简介(教工部数据)
本课程全面介绍量化投资的各个方面。首先,讲解量化投资的基本概念与股票市场,涵盖金融理论、投资组合管理和行为金融学,深入探讨因子模型,包括单因子有效性和多因子组合。学生学习量化策略开发与性能评估,以及高频量化交易基本分析框架。此外,课程还包括业绩评估和归因分析,探讨人工智能在量化投资中的应用,提供量化交易实战项目展示。本课程邀请量化专家来讨论前沿量化投资专题。学生使用前沿量化工具来编写因子、验证因子有效性和进行回测分析。通过本课程,学生系统掌握量化投资的理论和实践应用。


This course provides a comprehensive overview of various aspects of quantitative investment. It begins with the basic concepts of quantitative investment and the stock market, covering financial theory, portfolio management, and behavioral finance. The course delves into factor models, including single-factor validity and multi-factor portfolios. Students will learn about quantitative strategy development and performance evaluation, as well as the basic analytical framework for high-frequency quantitative trading. Additionally, the course covers performance evaluation and attribution analysis, explores the applications of artificial intelligence in quantitative investment, and offers practical project demonstrations in quantitative trading. Experts in quantitative investment will be invited to discuss advanced topics. Students will use cutting-edge quantitative tools to create factors, validate factor effectiveness, and conduct backtesting analysis. Through this course, students will systematically master both the theory and practical applications of quantitative investment.
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