Theoretically Motivated Data Augmentation and Regularization for Portfolio Construction

Author:

Ziyin Liu1,Minami Kentaro2,Imajo Kentaro2

Affiliation:

1. University of Tokyo, JP

2. Preferred Networks, Inc., JP

Publisher

ACM

Reference37 articles.

1. Antreas Antoniou Amos Storkey and Harrison Edwards. 2017. Data augmentation generative adversarial networks. arXiv preprint arXiv:1711.04340(2017). Antreas Antoniou Amos Storkey and Harrison Edwards. 2017. Data augmentation generative adversarial networks. arXiv preprint arXiv:1711.04340(2017).

2. Generating synthetic data in finance

3. The Pricing of Options and Corporate Liabilities

4. Deep hedging

5. Rama Cont. 2001. Empirical properties of asset returns: stylized facts and statistical issues. Quantitative Finance(2001). Rama Cont. 2001. Empirical properties of asset returns: stylized facts and statistical issues. Quantitative Finance(2001).

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Adversarial Deep Hedging: Learning to Hedge without Price Process Modeling;4th ACM International Conference on AI in Finance;2023-11-25

2. Diffusion Variational Autoencoder for Tackling Stochasticity in Multi-Step Regression Stock Price Prediction;Proceedings of the 32nd ACM International Conference on Information and Knowledge Management;2023-10-21

3. Adversarial Deep Hedging: Learning to Hedge without Price Process Modeling;SSRN Electronic Journal;2023

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3