Research Article

ESTIMATION OF THE SECTORS OF THE INVESTMENTS MADE ON VENTURE CAPITAL COMPANIES WITH ARTIFICIAL NEURAL NETWORKS AND MULTIPLE LOGISTIC REGRESSION ANALYSIS

Volume: 7 Number: 4 October 31, 2020
TR EN

ESTIMATION OF THE SECTORS OF THE INVESTMENTS MADE ON VENTURE CAPITAL COMPANIES WITH ARTIFICIAL NEURAL NETWORKS AND MULTIPLE LOGISTIC REGRESSION ANALYSIS

Abstract

Venture capital companies undergo three different phases as core, growth and maturity phases as of their establishment. There are different stages in these phases in terms of providing the finance. The stage of providing finance for the first introduction of the product to the market in the core phase is called Serial A, the stage of providing the increasing finance need during the continuation of the growth is called Serial B and the stage of providing the finance needed in the growth and maturity phases is called Serial C and it continues as Serial D. In this study, it has been aimed to estimate the sectors of the venture capital companies by benefiting from the phases and amounts of the investments made by the investors to the venture capital companies. In the study, 5 sectors with the highest investment from investors have been selected and the investment data of 709 venture capital companies taking place in this sector have been benefited. Artificial Neural Networks and Multiple Logistic Regression Analysis have been used in the estimation of the sectors covering the companies with the data attained from the investment series. When the attained results have been examined, it has been determined that the results attained with Artificial Neural Networks are more successful than the results attained with Multiple Logistic Regression analysis.

Keywords

References

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Details

Primary Language

English

Subjects

Finance

Journal Section

Research Article

Publication Date

October 31, 2020

Submission Date

October 15, 2020

Acceptance Date

October 31, 2020

Published in Issue

Year 2020 Volume: 7 Number: 4

APA
Erişlik, K., & Deniz Başar, Ö. (2020). ESTIMATION OF THE SECTORS OF THE INVESTMENTS MADE ON VENTURE CAPITAL COMPANIES WITH ARTIFICIAL NEURAL NETWORKS AND MULTIPLE LOGISTIC REGRESSION ANALYSIS. Journal of Life Economics, 7(4), 297-308. https://doi.org/10.15637/jlecon.7.022
AMA
1.Erişlik K, Deniz Başar Ö. ESTIMATION OF THE SECTORS OF THE INVESTMENTS MADE ON VENTURE CAPITAL COMPANIES WITH ARTIFICIAL NEURAL NETWORKS AND MULTIPLE LOGISTIC REGRESSION ANALYSIS. JLECON. 2020;7(4):297-308. doi:10.15637/jlecon.7.022
Chicago
Erişlik, Kubilay, and Özlem Deniz Başar. 2020. “ESTIMATION OF THE SECTORS OF THE INVESTMENTS MADE ON VENTURE CAPITAL COMPANIES WITH ARTIFICIAL NEURAL NETWORKS AND MULTIPLE LOGISTIC REGRESSION ANALYSIS”. Journal of Life Economics 7 (4): 297-308. https://doi.org/10.15637/jlecon.7.022.
EndNote
Erişlik K, Deniz Başar Ö (October 1, 2020) ESTIMATION OF THE SECTORS OF THE INVESTMENTS MADE ON VENTURE CAPITAL COMPANIES WITH ARTIFICIAL NEURAL NETWORKS AND MULTIPLE LOGISTIC REGRESSION ANALYSIS. Journal of Life Economics 7 4 297–308.
IEEE
[1]K. Erişlik and Ö. Deniz Başar, “ESTIMATION OF THE SECTORS OF THE INVESTMENTS MADE ON VENTURE CAPITAL COMPANIES WITH ARTIFICIAL NEURAL NETWORKS AND MULTIPLE LOGISTIC REGRESSION ANALYSIS”, JLECON, vol. 7, no. 4, pp. 297–308, Oct. 2020, doi: 10.15637/jlecon.7.022.
ISNAD
Erişlik, Kubilay - Deniz Başar, Özlem. “ESTIMATION OF THE SECTORS OF THE INVESTMENTS MADE ON VENTURE CAPITAL COMPANIES WITH ARTIFICIAL NEURAL NETWORKS AND MULTIPLE LOGISTIC REGRESSION ANALYSIS”. Journal of Life Economics 7/4 (October 1, 2020): 297-308. https://doi.org/10.15637/jlecon.7.022.
JAMA
1.Erişlik K, Deniz Başar Ö. ESTIMATION OF THE SECTORS OF THE INVESTMENTS MADE ON VENTURE CAPITAL COMPANIES WITH ARTIFICIAL NEURAL NETWORKS AND MULTIPLE LOGISTIC REGRESSION ANALYSIS. JLECON. 2020;7:297–308.
MLA
Erişlik, Kubilay, and Özlem Deniz Başar. “ESTIMATION OF THE SECTORS OF THE INVESTMENTS MADE ON VENTURE CAPITAL COMPANIES WITH ARTIFICIAL NEURAL NETWORKS AND MULTIPLE LOGISTIC REGRESSION ANALYSIS”. Journal of Life Economics, vol. 7, no. 4, Oct. 2020, pp. 297-08, doi:10.15637/jlecon.7.022.
Vancouver
1.Kubilay Erişlik, Özlem Deniz Başar. ESTIMATION OF THE SECTORS OF THE INVESTMENTS MADE ON VENTURE CAPITAL COMPANIES WITH ARTIFICIAL NEURAL NETWORKS AND MULTIPLE LOGISTIC REGRESSION ANALYSIS. JLECON. 2020 Oct. 1;7(4):297-308. doi:10.15637/jlecon.7.022