Call for Papers:Vol.11 Issue.3

Submission
Last date		 28-Jun-2025
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-11,Issue-3. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

Title: :  Cloud Based Stock Price Prediction Using News Sentiment Analysis
PaperId: :  14463
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 3 2021
DUI:    16.0415/IJARIIE-14463
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Prof. Naresh ThoutamSandip Institute Of Technology And Research Center, Nashik
Pavan BhavsarSandip Institute Of Technology And Research Center, Nashik
Shubham GawadeSandip Institute Of Technology And Research Center, Nashik
Hemant ChavanSandip Institute Of Technology And Research Center, Nashik
Abhishek GunjalSandip Institute Of Technology And Research Center, Nashik

Abstract

Computer Engineering
Stock Price Prediction, Machine Learning, Linear Regression, News Sentiment Analysis
Stock price prediction is a difficult task, since it very depending on the demand of the stock, and there is no certain variable that can precisely predict the demand of one stock each day. However, Efficient Market Hypothesis (EMH) said that stock price also depends on new information significantly. One of many information sources is people’s opinion in social media. People’s opinion about products from certain companies may determine the company’s reputation and thus affecting people’s decision to buy the stock of the company. When using opinion as primary data, it is necessary to make a suitable analysis of it. A famous example using opinion as data is sentiment analysis. Sentiment analysis is a process to determine emotion/feeling within people opinion about something, in this case products of some companies. There are some researchers about sentiment analysis used to predict the stock prices. Bollen on his research concludes that people opinion on social media such as Twitter can predict DJIA value with 87.6 percent accuracy. This shows that there is a relation between sentiment analysis and stock prices. Our purpose on this research is to predict the Indonesian stock market using simple sentiment analysis. Naïve Bayes and Random Forest algorithm are used to classify tweet to calculate sentiment regarding a company. The results of sentiment analysis are used to predict the company stock price. We use linear regression method to build the prediction model. Our experiment shows that prediction models using previous stock price and hybrid feature as predictor gives the best prediction with 0.9989 and 0.9983 coefficient of determination.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE Prof. Naresh Thoutam, Pavan Bhavsar, Shubham Gawade, Hemant Chavan, and Abhishek Gunjal. "Cloud Based Stock Price Prediction Using News Sentiment Analysis" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 3 2021 Page 1702-1704
MLA Prof. Naresh Thoutam, Pavan Bhavsar, Shubham Gawade, Hemant Chavan, and Abhishek Gunjal. "Cloud Based Stock Price Prediction Using News Sentiment Analysis." International Journal Of Advance Research And Innovative Ideas In Education 7.3(2021) : 1702-1704.
APA Prof. Naresh Thoutam, Pavan Bhavsar, Shubham Gawade, Hemant Chavan, & Abhishek Gunjal. (2021). Cloud Based Stock Price Prediction Using News Sentiment Analysis. International Journal Of Advance Research And Innovative Ideas In Education, 7(3), 1702-1704.
Chicago Prof. Naresh Thoutam, Pavan Bhavsar, Shubham Gawade, Hemant Chavan, and Abhishek Gunjal. "Cloud Based Stock Price Prediction Using News Sentiment Analysis." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 3 (2021) : 1702-1704.
Oxford Prof. Naresh Thoutam, Pavan Bhavsar, Shubham Gawade, Hemant Chavan, and Abhishek Gunjal. 'Cloud Based Stock Price Prediction Using News Sentiment Analysis', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, 2021, p. 1702-1704. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Cloud_Based_Stock_Price_Prediction_Using_News_Sentiment_Analysis_ijariie14463.pdf (Accessed : ).
Harvard Prof. Naresh Thoutam, Pavan Bhavsar, Shubham Gawade, Hemant Chavan, and Abhishek Gunjal. (2021) 'Cloud Based Stock Price Prediction Using News Sentiment Analysis', International Journal Of Advance Research And Innovative Ideas In Education, 7(3), pp. 1702-1704IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Cloud_Based_Stock_Price_Prediction_Using_News_Sentiment_Analysis_ijariie14463.pdf (Accessed : )
IEEE Prof. Naresh Thoutam, Pavan Bhavsar, Shubham Gawade, Hemant Chavan, and Abhishek Gunjal, "Cloud Based Stock Price Prediction Using News Sentiment Analysis," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, pp. 1702-1704, May-Jun 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/Cloud_Based_Stock_Price_Prediction_Using_News_Sentiment_Analysis_ijariie14463.pdf [Accessed : ].
Turabian Prof. Naresh Thoutam, Pavan Bhavsar, Shubham Gawade, Hemant Chavan, and Abhishek Gunjal. "Cloud Based Stock Price Prediction Using News Sentiment Analysis." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 3 ().
Vancouver Prof. Naresh Thoutam, Pavan Bhavsar, Shubham Gawade, Hemant Chavan, and Abhishek Gunjal. Cloud Based Stock Price Prediction Using News Sentiment Analysis. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : ]; 7(3) : 1702-1704. Available from: https://ijariie.com/AdminUploadPdf/Cloud_Based_Stock_Price_Prediction_Using_News_Sentiment_Analysis_ijariie14463.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads



Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
A Comparative Analysis of DevOps CI/Cd Tools: Optimizing Operational Efficiency of Software DeploymentComputer EngineeringSandeep Naduvinmani Download
An Overview of Cybersecurity in Connected and Autonomous Vehicles (CAVs) Computer EngineeringVaishali Kailas Shinde Download
"Lossless Data Hiding in the NTRU Cryptosystem Using Polynomial Encoding and Modulation"Computer EngineeringSanjana Sanjay Udare Download
"Real-Time Forest Fire Detection Using FireNet-CNN and Explainable AI Methods"Computer EngineeringPriyanka Navanath Bale Download
(BBMS) - BLOOD MANAGEMENT SYSTEMEngineeringInamullah Download
Deep Convolutional Neural Network-Based Recognition of Air-WritingComputer Engineering Dhongde.V.S Download
Medical Assistance Chatbot using Artificial Intelligence and Machine LearningComputer Engineering Shaikh Akhil Shadul Pasha Download
AGRICARD: ONE PLATFORM FOR ALL AGRICUTURAL NEEDSComputer Engineering Patil Kalpesh Prashant Download
CHANGE DETECTION APPROACH FOR DETECTING DEFORESTATIONComputer EngineeringAbhishek Kailas Tekale Download
Transforming Rural Administration Through Digital Innovation: The E-Gram Panchayat ApproachComputer EngineeringMiss. Mali Mansi Kishor Download
AI-Augmented Systems for Medication AdherenceComputer scienceSushritha Harthi H.Y Download
AI-Based Analytics for Chronic Obstructive Pulmonary DiseaseComputer scienceAnusha B.C Download
Dynamic AI Models for Real-Time ICU MonitoringComputer scienceMouna Shree Gowda Download
Predictive AI Models for Emergency Room TriageComputer scienceAkshatha H.U Download
AI for Monitoring Neonatal Intensive Care UnitsComputer scienceDimple M.D Download
12