UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 10 Issue 1
January-2023
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR2301088


Registration ID:
313022

Page Number

a693-a703

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Title

Stock Prices Prediction using Machine Learning and Sentiment Analysis

Abstract

Through this paper we aim to analyse the influence of market news sentiments on stock market prices prediction. We propose a hybrid model encompassing Deep Learning and Natural Language Processing. Further, we go on to analyse a mechanism of feature selection and compare the effect of varying the time intervals of parameters. Lastly, we analyse and compare pre-existing models and the model we have created after including different types of sentiment scores using LSTMs(Long Short-term Memory) and GRUs(Gated Recurrent Units).

Key Words

Long-Short Term Memory, Sentiment Analysis, Correlation Matrix, Feature Selection

Cite This Article

"Stock Prices Prediction using Machine Learning and Sentiment Analysis", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.10, Issue 1, page no.a693-a703, January-2023, Available :http://www.jetir.org/papers/JETIR2301088.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Stock Prices Prediction using Machine Learning and Sentiment Analysis", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.10, Issue 1, page no. ppa693-a703, January-2023, Available at : http://www.jetir.org/papers/JETIR2301088.pdf

Publication Details

Published Paper ID: JETIR2301088
Registration ID: 313022
Published In: Volume 10 | Issue 1 | Year January-2023
DOI (Digital Object Identifier):
Page No: a693-a703
Country: Delhi, New Delhi, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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