Application of LSTM and portfolio optimization in Chinese stock market

نویسندگان

چکیده

The purpose of this paper is to examine the application LSTM and mean variance portfolio optimization in Chinese stock market. 20 stocks are selected from CSI 300 components, we collect their High, Low, Open, Adjust Close trade volume June 16th 2020 2022. Then use model forecast price. results used construct 2 portfolios. One maximize Sharpe ratio, other minimize variance. From April 6th 2022, Maximize Ratio outperformed index, Minimize Variance Portfolio did not beat market but return was very close CSI. Therefore, combination Mean Optimization theory effective

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Portfolio Optimization Using Neuro Fuzzy System in Indian Stock Market

This paper describes a portfolio optimization system by using Neuro-Fuzzy framework in order to manage stock portfolio. It is great importance to stock investors and applied researchers. The proposed portfolio optimization approach Neuro-Fuzzy System reasoning in order to make a more yields from the stock portfolio, and hence maximize return and minimize risk of a stock portfolio through divers...

متن کامل

conditional copula-garch methods for value at risk of portfolio: the case of tehran stock exchange market

ارزش در معرض ریسک یکی از مهمترین معیارهای اندازه گیری ریسک در بنگاه های اقتصادی می باشد. برآورد دقیق ارزش در معرض ریسک موضوع بسیارمهمی می باشد و انحراف از آن می تواند موجب ورشکستگی و یا عدم تخصیص بهینه منابع یک بنگاه گردد. هدف اصلی این مطالعه بررسی کارایی روش copula-garch شرطی در برآورد ارزش در معرض ریسک پرتفویی متشکل از دو سهام می باشد و ارزش در معرض ریسک بدست آمده با روشهای سنتی برآورد ارزش د...

Hedging, stock market participation and portfolio choice∗

We exploit the restrictions of intertemporal portfolio choice in the presence of nonfinancial income risk to design and implement tests of hedging that use the information contained in the actual portfolio of the investor. We use a unique dataset of Swedish investors with information broken down at the investor level and into various components of wealth, investor income, tax positions and inve...

متن کامل

Stock Market performance and modern portfolio theory: Case on Malaysian stock market and Asian Indices

Stocks market performance measurement has long been regarded as the most interesting part in investment. Many new methods emerge every year but most of these are rooted from Modern Portfolio theory by Harry Markowitz. In this research paper, we have used the efficient frontier from modern portfolio theory to determine the best stocks performance in KLCI index from 2006-2010. The data is compare...

متن کامل

Co-Movement of Pakistan Stock Market with the Stock Markets of Major Developed Countries which have Portfolio Investment in Pakistan

The focal objective of this study is to analyze and explore the Co-movement of Pakistan stock market (KSE-100) with the stock market of developed countries (US, UK, Canada, Australia, Germany, Japan, France and Neither land) which have portfolio investment in Pakistan by applying co-integration approach using Johansen and Juselius multivariate and bi variate co-integration. Secondary data of st...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: BCP business & management

سال: 2022

ISSN: ['2692-6156']

DOI: https://doi.org/10.54691/bcpbm.v30i.2450