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Stock price forecasting and news sentiment analysis model using artificial neural network - 2021

Research Area:  Machine Learning

Abstract:

The stock market is highly volatile, and the prediction of stock prices has always been an area of interest to many statisticians and researchers. This study is an attempt to predict the prices of stock using artificial neural network (ANN). Three models have been built, one for the future prediction of stock prices based on previous trends, the second for prediction of next day closing price based on todays opening price, and the third one analyses the sentiment of news articles and gives scores based on the news impact. ANN is trained with the historical data using R-studio platform which is then used to predict the future values. Our experimental results for various stock prices showed that the model is effective using ANN.

Author(s) Name:  Somesh Yadav , Ritesh Singh Suhag and K.V. Sriram

Journal name:  International Journal of Business Intelligence and Data Mining

Conferrence name:  

Publisher name:  Inderscience

DOI:  10.1504/IJBIDM.2021.115967

Volume Information:  Vol. 19, No. 1,June 11, 2021,pp 113-133