Survey: Stock Predictive Models Using Multilayer Perceptron

Authors

  • Rao A Department of Computer Engineering, MMIT, Pune, Maharashtra, India
  • Hule S Department of Computer Engineering, MMIT, Pune, Maharashtra, India
  • Shaikh H Department of Computer Engineering, MMIT, Pune, Maharashtra, India
  • Nirwan E Department of Computer Engineering, MMIT, Pune, Maharashtra, India
  • Daflapurkar PM Department of Computer Engineering, MMIT, Pune, Maharashtra, India

Keywords:

Artificial Neural Networks, Multilayer Perceptron, Back Propogation

Abstract

This paper comprehensively surveys the research work in the field of Stock Market Prediction Models that employ Multilayer Perceptron Feed-Forward Artificial Neural Networks. It examines the proposed and/or implemented predictive models by outlining the network configurations of the experimental setups as well as the methodologies utilized to train and improve their prediction accuracies.

References

Suraiya Jabin, “Stock Market Prediction Using Feed-Forward Artificial Neural Network”, Int. Journal of Computer Applications, Vol.99, Issue-9, 2014, pp.4-8.

Mayankkumar B. Patel, and Sunil R. Yalamalle, “Stock Price Prediction Using Artificial Neural Network”, Int. Journal of Innovative Research in Science, Engineering and Technology, Vol.3, Issue-6, 2014, pp.13755-13762.

H. R. Pawar, P. G. Gaikwad, U. G. Bombale, D. D. Jagtap, and S. Durugkar, “Intelligence Stock Forecasting Using Neural Network”, Int. Journal of Computer Sciences and Engineering, Vol.2, Issue-4, 2014, pp.103-106.

A. Victor Devadoss, and T. Antony Alphonnse Ligori, “Stock Prediction Using Artificial Neural Networks”, Int. Journal of Data Mining Techniques and Applications, Vol.2, 2013, pp.283-291.

Selvan Simon, and Arun Raoot, “Accuracy Driven Artificial Neural Networks In Stock Market Prediction”, Int. Journal on Soft Computing, Vol.3, Issue-2, 2012, pp.35-44.

Mahdi Pakdaman Naeini, Hamidreza Taremian and Homa Baradaran Hashemi, “Stock Market Value Prediction Using Neural Networks”, CISIM, IEEE, 2010, pp.132-136.

M. Thenmozhi, “Forecasting Stock Index Returns Using Neural Networks”, Delhi Business Review, Vol.7, Issue-2, 2006, pp.59-69.

Yochanan Shachmurove, and Dorota Witkowska, “Utilizing Artificial Neural Network Model to Predict Stock Markets”, CARESS Working Paper #00-11, 2000, pp.1-25.

G. Zhang, B. E. Patuwo, and M. Y. Hu, “Forecasting with Artificial Neural Networks: The State of the Art”, Int. Journal of Forecasting, Issue-14, 1998, pp.35-62.

H. Mizuno, M. Kosaka, H. Yajima, and N. Komoda, “Application of Neural Network to Technical Analysis of Stock Market Prediction,” Studies in Informatics and Control, Vol.7, Issue-3, 1998, pp.111-120.

Y. Yoon, and G. Swales, “Predicting Stock Price Performance,” Proceeding of the 24th Hawaii International Conference on System Sciences, Issue-4, 1997, pp.156-162.

M. Kaastra, and M. Boyd, “Designing a Neural Network for Forecasting Financial and Economic Time Series”, Neurocomputing, Issue-10, 1996, pp.215-236.

Chung-Ming Kuan, and Tung Liu, “Forecasting Exchange Rates Using Feedforward and Recurrent Neural Networks”, Journal of Applied Econometrics, Vol.10, Issue-4, 1995, pp.347-364.

D. Witkowska, “Neural Networks as a Forecasting Instrument for the Polish Stock Exchange,” Int. Advances in Economic Research, Vol.1, Issue-3, 1995, pp.232-241.

Darmadi Komo, Chein-I Chang, and Hanseok KO, “Neural Network Technology for Stock Market Index Prediction”, Int. Symposium on Speech, Image Processing and Neural Networks, 1994, pp.13-16.

C. M. Kuan, and H. White, “Artificial Neural Networks: An Econometric Perspective,” Econometric Views, Vol.13, Issue-1, 1994, pp.1-91.

R. G. Hoptroff, “The Principles and Practice of Time Series Forecasting and Business Modelling Using Neural Nets”, Neural Computing and Applications, Issue-1, 1993, pp.59-66.

L. Kryzanowski, M. Galler, and W. David, “Using Artificial Neural Networks to Pick Stocks”, Financial Analysts Journal, Vol.49, Issue-4, 1993, pp.21-27.

G. Grudnitzky, and L. Osburn, “Forecasting S&P and Gold Futures Prices: An Application of Neural Networks”, Journal of Futures Markets, Vol.13, Issue-6, 1993, pp.631-643.

R. R. Trippi, and D. DeSieno, “Trading Equity Index Futures with a Neural Network,” Journal of Portfolio Management, Vol.19, Issue-1, 1992, pp.27-33.

T. Kimoto, K. Asakawa, M. Yoda, and M. Takeoka, "Stock Market Prediction System with Modular Neural Network", Proceedings of the Int. Joint Conference on Neural Networks, 1990, pp.1-6.

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Published

2025-11-11

How to Cite

[1]
A. Rao, S. Hule, H. Shaikh, E. Nirwan, and P. Daflapurkar, “Survey: Stock Predictive Models Using Multilayer Perceptron”, Int. J. Comp. Sci. Eng., vol. 4, no. 5, pp. 111–114, Nov. 2025.

Issue

Vol. 4 No. 5 (2016): IJCSE May Edition

Section

Survey Article

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