Portfolio Optimization in DSE Using Financial Indicators, LSTM & PyportfolioOpt
Open Access
- 31 July 2021
- journal article
- Published by Universe Publishing Group - UniversePG in International Journal of Material and Mathematical Sciences
Abstract
Due to its suitable power to anticipate using Non-Linear forecasting methodologies, LSTM (Long Short-Term Memory) has changed the approach to time series prediction several folds. Process compatibilities of technical identifiers and various financial benchmarks that are defining financial decision-making in international markets are affecting Bangladesh Market as well. Issues like MACD and RSI as a technical investigator and financial ratio aspects of EPS and PE Ratio play an important role in the selection of assets in DSE. Given adequate training in line with intended functionality models, RNN has the potential to think through in a similar manner and the probable results are exhibited in this paper. Because of the Gated Structure, which refers to retaining important information and discarding irrelevant information through diminishing gradient and exploding gradient, LSTM has achieved significant advances in nonlinear forecasting that is based on human behavior. In this study, we compared two alternative portfolios that will be dependent on LSTM's future forecasting capabilities in terms of projecting the greatest potential output, which is demonstrated using Portfolio Optimization principles.Keywords
This publication has 29 references indexed in Scilit:
- Financial ratio selection for business crisis predictionExpert Systems with Applications, 2011
- The Less You Know, the More You Are Afraid of—A Survey on Risk Perceptions of Investment ProductsJournal of Behavioral Finance, 2011
- Portfolio strategies using EVA, earnings ratio or book‐to‐marketReview of Accounting and Finance, 2009
- Technical analysis and the London stock exchange: testing the MACD and RSI rules using the FT30Applied Economics Letters, 2008
- Efficiency of Bangladesh stock market: evidence from monthly index and individual firm dataApplied Financial Economics, 2008
- Herding in the Italian Stock Market: A Case of Behavioral FinanceJournal of Behavioral Finance, 2004
- Home Bias in International Stock Return ExpectationsJournal of Psychology and Financial Markets, 2000
- Portfolio Optimization in PracticeCFA Magazine, 1992
- An Empirical Analysis of Useful Financial RatiosFinancial Management, 1981
- Financial Ratios As Predictors of FailureJournal of Accounting Research, 1966