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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 4 | Month- April 2026

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  Published Paper Details:

  Paper Title

A DEEP LEARNING SYSTEM FOR SHORT-TERM STOCK MARKET PRICE TREND PREDICTION

  Authors

  Darak Ankita Balaprasad,  Sushil Venkatesh Kulkarni

  Keywords

LSTM, SVR, MSE, MAE, RMSE

  Abstract


Deep learning for predicting stock market prices and trends has grown much more popular than before in the age of big data. In order to predict the price trend of stock markets, we collected two years' worth of data from the Chinese stock market and provideda thorough customisation of feature engineering and deep learning-based model. The preprocessing of the stock market dataset, the use of various feature engineering approaches, and a customized deep learning based system for stock market price trend prediction make up the suggested solution, which is complete. We thoroughly assessedseveral popular machine learning models and came to the conclusion that our proposed solution outperformed the m thanks to the thorough feature engineering we developed. The method predicts stock market trends with good overall accuracy. This work adds to the stock analysis research community in both the financial and technical areas through the thorough design and evaluation of prediction term lengths, feature engineering, and data pre-processing techniques.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2208217

  Paper ID - 224399

  Page Number(s) - b688-b695

  Pubished in - Volume 10 | Issue 8 | August 2022

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Darak Ankita Balaprasad,  Sushil Venkatesh Kulkarni,   "A DEEP LEARNING SYSTEM FOR SHORT-TERM STOCK MARKET PRICE TREND PREDICTION", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.10, Issue 8, pp.b688-b695, August 2022, Available at :http://www.ijcrt.org/papers/IJCRT2208217.pdf

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Call For Paper April 2026
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ISSN and 7.97 Impact Factor Details


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ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
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