Investigating the Prices Manipulation in the Tehran Stock Exchange by Using the SVM Model

Phenomenon of price manipulation is one of the factors which have caused mistrust of the investors to the stock market and inhibits its growth and prosperity. Entering the shareholders into the stock market, on one hand leads to increase in the general level of revenues and on the other hand causes...

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Main Authors: Mir Feyz Falah Shams, Mahdi Rashnoo
Format: Article
Language:fas
Published: University of Tehran 2012-07-01
Series:تحقیقات مالی
Subjects:
Online Access:https://jfr.ut.ac.ir/article_36633_c596a39bc83bb0a2e6004b9fa02c8a41.pdf
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spelling doaj-cd463fd5d9584a1e872b6b25076800092020-11-25T02:27:39ZfasUniversity of Tehranتحقیقات مالی1024-81532423-53772012-07-01141698410.22059/jfr.2012.3663336633Investigating the Prices Manipulation in the Tehran Stock Exchange by Using the SVM ModelMir Feyz Falah Shams0Mahdi Rashnoo1Mahdi Rashnoo2Assistant Professor Islamic Azad University, Tehran, IranPh.D. Islamic Azad University Islam Shahr, IranFinancial M.S. Degree, University of Imam Sadegh, IranPhenomenon of price manipulation is one of the factors which have caused mistrust of the investors to the stock market and inhibits its growth and prosperity. Entering the shareholders into the stock market, on one hand leads to increase in the general level of revenues and on the other hand causes inexpensive financing for companies. In this research, at first by using duration dependence test and among the 379 companies, 95 cases were identified as the manipulated companies. Then prediction accuracy of SVM model on prices manipulation in the stock market was examined. SVM model is one of the models which is used for classifying and separating the groups which their under examining data should be linear. It was tried to resolve the problem of not being linear data by using PCA. The research results show that the model correctly predicted to the extent of 81percent of manipulationshttps://jfr.ut.ac.ir/article_36633_c596a39bc83bb0a2e6004b9fa02c8a41.pdfprice manipulationduration dependence testsupport vector machine
collection DOAJ
language fas
format Article
sources DOAJ
author Mir Feyz Falah Shams
Mahdi Rashnoo
Mahdi Rashnoo
spellingShingle Mir Feyz Falah Shams
Mahdi Rashnoo
Mahdi Rashnoo
Investigating the Prices Manipulation in the Tehran Stock Exchange by Using the SVM Model
تحقیقات مالی
price manipulation
duration dependence test
support vector machine
author_facet Mir Feyz Falah Shams
Mahdi Rashnoo
Mahdi Rashnoo
author_sort Mir Feyz Falah Shams
title Investigating the Prices Manipulation in the Tehran Stock Exchange by Using the SVM Model
title_short Investigating the Prices Manipulation in the Tehran Stock Exchange by Using the SVM Model
title_full Investigating the Prices Manipulation in the Tehran Stock Exchange by Using the SVM Model
title_fullStr Investigating the Prices Manipulation in the Tehran Stock Exchange by Using the SVM Model
title_full_unstemmed Investigating the Prices Manipulation in the Tehran Stock Exchange by Using the SVM Model
title_sort investigating the prices manipulation in the tehran stock exchange by using the svm model
publisher University of Tehran
series تحقیقات مالی
issn 1024-8153
2423-5377
publishDate 2012-07-01
description Phenomenon of price manipulation is one of the factors which have caused mistrust of the investors to the stock market and inhibits its growth and prosperity. Entering the shareholders into the stock market, on one hand leads to increase in the general level of revenues and on the other hand causes inexpensive financing for companies. In this research, at first by using duration dependence test and among the 379 companies, 95 cases were identified as the manipulated companies. Then prediction accuracy of SVM model on prices manipulation in the stock market was examined. SVM model is one of the models which is used for classifying and separating the groups which their under examining data should be linear. It was tried to resolve the problem of not being linear data by using PCA. The research results show that the model correctly predicted to the extent of 81percent of manipulations
topic price manipulation
duration dependence test
support vector machine
url https://jfr.ut.ac.ir/article_36633_c596a39bc83bb0a2e6004b9fa02c8a41.pdf
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