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Survey: Stock Predictive Models Using Multilayer Perceptron

A. Rao1 , S. Hule2 , H. Shaikh3 , E. Nirwan4 , P. M. Daflapurkar5

Section:Survey Paper, Product Type: Journal Paper
Volume-4 , Issue-5 , Page no. 111-113, May-2016

Online published on May 31, 2016

Copyright © A. Rao, S. Hule, H. Shaikh, E. Nirwan , P. M. Daflapurkar . This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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IEEE Style Citation: A. Rao, S. Hule, H. Shaikh, E. Nirwan , P. M. Daflapurkar, “Survey: Stock Predictive Models Using Multilayer Perceptron,” International Journal of Computer Sciences and Engineering, Vol.4, Issue.5, pp.111-113, 2016.

MLA Style Citation: A. Rao, S. Hule, H. Shaikh, E. Nirwan , P. M. Daflapurkar "Survey: Stock Predictive Models Using Multilayer Perceptron." International Journal of Computer Sciences and Engineering 4.5 (2016): 111-113.

APA Style Citation: A. Rao, S. Hule, H. Shaikh, E. Nirwan , P. M. Daflapurkar, (2016). Survey: Stock Predictive Models Using Multilayer Perceptron. International Journal of Computer Sciences and Engineering, 4(5), 111-113.

BibTex Style Citation:
@article{Rao_2016,
author = {A. Rao, S. Hule, H. Shaikh, E. Nirwan , P. M. Daflapurkar},
title = {Survey: Stock Predictive Models Using Multilayer Perceptron},
journal = {International Journal of Computer Sciences and Engineering},
issue_date = {5 2016},
volume = {4},
Issue = {5},
month = {5},
year = {2016},
issn = {2347-2693},
pages = {111-113},
url = {https://www.ijcseonline.org/full_paper_view.php?paper_id=914},
publisher = {IJCSE, Indore, INDIA},
}

RIS Style Citation:
TY - JOUR
UR - https://www.ijcseonline.org/full_paper_view.php?paper_id=914
TI - Survey: Stock Predictive Models Using Multilayer Perceptron
T2 - International Journal of Computer Sciences and Engineering
AU - A. Rao, S. Hule, H. Shaikh, E. Nirwan , P. M. Daflapurkar
PY - 2016
DA - 2016/05/31
PB - IJCSE, Indore, INDIA
SP - 111-113
IS - 5
VL - 4
SN - 2347-2693
ER -

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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.

Key-Words / Index Term

Artificial Neural Networks; Multilayer Perceptron; Back Propogation

References

[1] Suraiya Jabin, “Stock Market Prediction Using Feed-Forward Artificial Neural Network”, Int. Journal of Computer Applications, Vol.99, Issue-9, 2014, pp.4-8.
[2] 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.
[3] 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.
[4] 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.
[5] 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.
[6] Mahdi Pakdaman Naeini, Hamidreza Taremian and Homa Baradaran Hashemi, “Stock Market Value Prediction Using Neural Networks”, CISIM, IEEE, 2010, pp.132-136.
[7] M. Thenmozhi, “Forecasting Stock Index Returns Using Neural Networks”, Delhi Business Review, Vol.7, Issue-2, 2006, pp.59-69.
[8] Yochanan Shachmurove, and Dorota Witkowska, “Utilizing Artificial Neural Network Model to Predict Stock Markets”, CARESS Working Paper #00-11, 2000, pp.1-25.
[9] 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.
[10] 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.
[11] 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.
[12] M. Kaastra, and M. Boyd, “Designing a Neural Network for Forecasting Financial and Economic Time Series”, Neurocomputing, Issue-10, 1996, pp.215-236.
[13] 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.
[14] 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.
[15] 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.
[16] C. M. Kuan, and H. White, “Artificial Neural Networks: An Econometric Perspective,” Econometric Views, Vol.13, Issue-1, 1994, pp.1-91.
[17] 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.
[18] 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.
[19] 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.
[20] 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.
[21] 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.