Asian Journal of Social and Humanities
Vol. 2 No. 5 (2024): Asian Journal of Social and Humanities

Comparative Performance of Learning Methods In Stock Price Prediction Case Study: MNC Corporation

Rifqi Khairurrahman (Universitas Esa Unggul)
Gerry Firmansyah (Universitas Esa Unggul)
Budi Tjahjono (Universitas Esa Unggul)
Agung Mulyo Widodo (Universitas Esa Unggul)



Article Info

Publish Date
23 Feb 2024

Abstract

Shares are a popular business investment, the development of information technology now allows everyone to buy and sell shares easily online, investment players, both retail and corporate, are trying to make predictions. The purpose of this study is to find out comparative performance of learning methods in stock price prediction. There are currently many research papers discussing stock predictions. using machine learning / deep learning / neural networks, in this research the author will compare several superior methods found in the latest paper findings, including CNN, RNN LSTM, MLP, GRU and their variants. From the 16 result relationships and patterns that occur in each variable and each variable is proven to show its respective role with its own weight, in general we will summarize the conclusions in chapter V below, but in each analysis there are secondary conclusions that we can get in detail. The variable that has the most significant effect on RMSE is variable B (repeatable data) compared to other variables because it has a difference in polarity that is so far between yes and no. The configuration of input timestep (history)=7 days and output timetep (prediction)=1 day is best for the average model in general.

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Journal Info

Abbrev

jsh

Publisher

Subject

Decision Sciences, Operations Research & Management Earth & Planetary Sciences Environmental Science Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice

Description

Asian Journal of Social and Humanities is a scientific journal in the form of research and can be accessed openly. This journal is published once bimonthly by Beritrust Publisher. Asian Journal of Social and Humanities provides a means for ongoing discussion of relevant issues that fall within the ...