Due to uncertainty and large number of companies in financial market, it has become difficult to choose the right stock to investments. Identifying and classifying stocks using fundamental criteria help investors to better understand the risks involved in selecting companies and better manage their own capital, thereby rapidly and accurately choose their preferred stock and make more secure profit. The main concern that capital market investors are facing difficulty to choosing the right stock despite the uncertainties in the market. Uncertainties in the market that lead to incomplete information are presented in this article to complete the reciprocal preference relation method. The purpose of this paper is to present a method for completing information to reduce the uncertainties in the market and finally classify companies in each industry based on fundamental criteria. The classification method used is acceptability/reject ability which is based on distance fuzzy analysis yields more accurate results. Finally, a case study on one of the most critical industries in Tehran Stock Exchange is presented to show the effectiveness of the proposed approach.
Keywords: acceptability, reject ability, stock market, classification
@article{RO_2021__55_S1_S2709_0,
author = {Birjandi, Alireza Komeili and Dehmolaee, Sanaz and Sheikh, Reza and Sana, Shib Sankar},
title = {Analysis and classification of companies on {Tehran} stock exchange with incomplete information},
journal = {RAIRO. Operations Research},
pages = {S2709--S2726},
year = {2021},
publisher = {EDP-Sciences},
volume = {55},
doi = {10.1051/ro/2020114},
language = {en},
url = {https://www.numdam.org/articles/10.1051/ro/2020114/}
}
TY - JOUR AU - Birjandi, Alireza Komeili AU - Dehmolaee, Sanaz AU - Sheikh, Reza AU - Sana, Shib Sankar TI - Analysis and classification of companies on Tehran stock exchange with incomplete information JO - RAIRO. Operations Research PY - 2021 SP - S2709 EP - S2726 VL - 55 PB - EDP-Sciences UR - https://www.numdam.org/articles/10.1051/ro/2020114/ DO - 10.1051/ro/2020114 LA - en ID - RO_2021__55_S1_S2709_0 ER -
%0 Journal Article %A Birjandi, Alireza Komeili %A Dehmolaee, Sanaz %A Sheikh, Reza %A Sana, Shib Sankar %T Analysis and classification of companies on Tehran stock exchange with incomplete information %J RAIRO. Operations Research %D 2021 %P S2709-S2726 %V 55 %I EDP-Sciences %U https://www.numdam.org/articles/10.1051/ro/2020114/ %R 10.1051/ro/2020114 %G en %F RO_2021__55_S1_S2709_0
Birjandi, Alireza Komeili; Dehmolaee, Sanaz; Sheikh, Reza; Sana, Shib Sankar. Analysis and classification of companies on Tehran stock exchange with incomplete information. RAIRO. Operations Research, Tome 55 (2021), pp. S2709-S2726. doi: 10.1051/ro/2020114
[1] , The integration of fundamental and technical analysis in predicting the stock price. J. Manage. Maranatha 18 (2019) 93–102.
[2] and , Financial ratio analysis using ARMS data. Agric. Finance Rev. 72 (2012) 262–272. | DOI
[3] , and , Fitting the relationship between financial variables and stock price through fuzzy regression case study: Iran Khodro Company. Int. J. Bus. Soc. Sci. 2 (2011) 140–146.
[4] , Analysis of operating cash flow to detect real activity manipulation and its effect on market performance. Int. J. Econ. Financial Issues 7 (2017) 524–529.
[5] , Current ratio, debt to equity ratio, total asset turnover, return on asset, price to book value sebagai faktor penentu return saham. Manage. Anal. J. 3 (2014).
[6] , and , Stock price prediction using artificial neural network with hybridyzed market indicator. J. Emerg. Trends Comput. Inf. Sci. 3 (2012) 1-9.
[7] , , , and , Predicting the direction of stock market prices using tree-based classifiers. North Am. J. Econ. Finance 47 (2019) 552–567. | DOI
[8] , , and , Comparing technical and fundamental indicators in stock price forecasting. In: 2018 IEEE 20th International Conference on High Performance Computing and Communications; IEEE 16th International Conference on Smart City; IEEE 4th International Conference on Data Science and Systems (HPCC/SmartCity/DSS). IEEE (2018) 1607–1613.
[9] and , Pengaruh gross profit margin, net profit margin, return on asset, dan return on equity terhadap pertumbuhan laba pada perusahaan manufaktur di bursa efek indonesia. Kalbisocio J. Bisnis Komunikasi 4 (2017).
[10] , , and , Evaluation and selecting the contractor in bidding with incomplete information using MCGDM method. Soft Comput. 23 (2019) 10569–10585. | DOI
[11] , , and , A novel stock forecasting model based on fuzzy time series and genetic algorithm. Proc. Comput. Sci. 18 (2013) 1155–1162. | DOI
[12] , and , A stock selection model based on fundamental and technical analysis variables by using artificial neural network and support vector machines. Rev. Econ. Finance 2 (2012) 106–122.
[13] and , Investors’ uncertainty and stock market risk. J. Behav. Finance 20 (2019) 304–315. | DOI
[14] , and , Analysis of factors that impact dividend payout ratio on listed companies at Jakarta islamic index. Int. J. Acad. Res. Account. Finance Manage. Sci. 6 (2016) 87–97.
[15] , , and , Complexity changes in the US and China’s stock markets: differences, causes, and wider social implications. Entropy 22 (2020) 75. | MR | DOI
[16] and , Managing risks in the supply chain using the AHP method. Int. J. Logistics Manage. 17 (2006) 114–136. | DOI
[17] , , , and , AHP-TOPSIS inspired shopping mall site selection problem with fuzzy data. Mathematics 8 (2020) 1380. | DOI
[18] , and , Determinants of dividend payout ratios: evidence from United States. Open Bus. J. 3 (2010). | DOI
[19] , and , Decision maker priority index and degree of vagueness coupled decision making method: a synergistic approach. Int. J. Fuzzy Syst. 20 1551–1566. | MR | DOI
[20] and , Effect of earning per shares (EPS) and return on assets (ROA) against share price on coal mining company listed in Indonesia stock exchange. J. Res. Dev. Manage. 7 (2015) 79–91.
[21] , and , A diagnostic for earnings management using changes in asset turnover and profit margin. Contemp. Account. Res. 29 (2012) 221–251. | DOI
[22] , and , Characterizing complexity and self-similarity based on fractal and entropy analyses for stock market forecast modelling. Expert Syst. App. 144 (2020) 113098. | DOI
[23] and , What factors explain differences in return on assets among community banks. J. Money Credit Banking 17 (2012) 69–83.
[24] , , , , and , Individualized indicator for all: stock-wise technical indicator optimization with stock embedding. In: Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (2019) 894–902. | DOI
[25] , and , A study of an EOQ model under Lock Fuzzy Environment. Mathematics 7 (2019) 75. | DOI
[26] , and , A study of a backorder EOQ model for cloud-type intuitionistic dense fuzzy demand rate. Int. J. Fuzzy Syst. 22 (2020) 201–211. | DOI
[27] , Investors’ risk perceptions in the US and global stock market integration. Res. Int. Bus. Finance (2020) 101169. | DOI
[28] and , Financial statements as monitoring mechanisms: Evidence from small commercial loans. J. Account. Res. 55 (2017) 197–233. | DOI
[29] , Interval valued intuitionistic fuzzy number and its application in differential equation. J. Intell. Fuzzy Syst. 34 (2018) 677–687. | DOI
[30] and , Pentagonal fuzzy number, its properties and application in fuzzy equation. Future Comput. Inf. J. 2 (2017) 110–117. | DOI
[31] and , Integrating fundamental and technical analysis of stock market through multi-layer perceptron. In: 2018 IEEE Technology and Engineering Management Conference (TEMSCON) IEEE (2018) 1–6.
[32] and , A fuzzy decision system for money investment in stock markets based on fuzzy candlesticks pattern recognition. Expert Syst. App. 133 (2019) 34–48. | DOI
[33] and , The prediction of future operating cash flows using accrual-based and cash-based accounting information: empirical evidence from Vietnam. Manage. Sci. Lett. 10 (2020) 683–694. | DOI
[34] , and , A systematic review of fundamental and technical analysis of stock market predictions. Art. Intell. Rev. (2019) 1–51.
[35] , , and , Impact of dividend payout ratio on the value of firm: a study of companies listed on the Nigerian stock exchange. Indonesian J. Contemp. Manage. Res. 1 (2019) 25–34. | DOI
[36] , , , , and , Financial Statements of a Company as an Information Base for Decision-making in a Transforming Economy. Eur. Res. Stud. 2 (2018) 339–350. | DOI
[37] and , Pengaruh Return on Assets (ROA), Return on Equity (ROE), Earning Per Share (EPS), Price Earning Ratio (PER), DAN Debt to Equity Ratio (DER) Terhadap return saham. J. Admin. Bisnis 10 (2020) 63–71.
[38] , and , Why do firms invest in accounts receivable? An empirical investigation of the Malaysian manufacturing sector. J. Accounting Emerg. Econ. 8 (2018) 166–184.
[39] , Influence of the ratio of profit margin, financial leverage ratio, current ratio, quick ratio against the conditions and financial distress. Indonesian J. Bus. Accounting Manage. 1 (2018) 218. | DOI
[40] and , Directors characteristics and stock market performance in Canada. J. Econ. Financial Stud. 5 (2017) 1–15. | DOI
[41] , and , An outranking sorting method for multi-criteria group decision making using intuitionistic fuzzy sets. Inf. Sci. 334 (2016) 338–353. | DOI
[42] , Selectability/rejectability measures approach for nominal classification. J. Uncertain Syst. 3 (2009) 257–269.
[43] , Is Aggregate Market Power Increasing? Production Trends Using Financial Statements. Stigler Center for the Study of the Economy and the State, University of Chicago (2018). | DOI
[44] , and , Combining the wisdom of crowds and technical analysis for financial market prediction using deep random subspace ensembles. Neurocomputing 299 (2018) 51–61. | DOI
[45] , Accounts Receivable management practices and financial performance of manufacturing firms in Kenya. Acad. Res. Insight J. 1 (2017) 1–15.
[46] , The impact of liquidity through quick ratio on share price: evidence from Jordanian banks. Eur. J. Accounting Auditing Finance Res. 2 (2014) 9–14.
[47] , The effect of market valuation measures on stock price: an empirical investigation on Jordanian banks. Int. J. Bus. Soc. Sci. 8 (2017) 67–74.
[48] and , Effects of quick ratio, return on assets and exchange rates on stock returns. Am. J. Humanities Soc. Sci. Res. 4 (2020) 323–329.
[49] , , and , Inside the virtuous circle between productivity, profitability, investment and corporate growth: an anatomy of Chinese industrialization. Res. Policy 46 (2017) 1020–1038. | DOI
[50] , and , Fuzzy Sets, Fuzzy Logic, and Fuzzy Systems: Selected Papers. Vol. 6 of Advances in Fuzzy Systems Applications and Theory by . World Scientific, Binghamton, NY (1996). | MR | Zbl
[51] , , and , Consensus building in group decision making based on multiplicative consistency with incomplete reciprocal preference relations. Knowl.-Based Syst. 106 (2016) 96–104. | DOI
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