Estimation of the sectors of the investments made on venture capital companies with artificial neural networks and multiple logistic regression analysis

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dc.authorid0000-0002-0744-4435en_US
dc.authorid0000-0002-9430-8975en_US
dc.contributor.authorErişlik, Kubilay
dc.contributor.authorDeniz Başar, Özlem
dc.date.accessioned2021-02-10T09:36:28Z
dc.date.available2021-02-10T09:36:28Z
dc.date.issued2020en_US
dc.departmentFakülteler, İnsan ve Toplum Bilimleri Fakültesi, İstatistik Bölümüen_US
dc.description.abstractVenture 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.en_US
dc.identifier.doi10.15637/jlecon.7.022en_US
dc.identifier.endpage308en_US
dc.identifier.issue4en_US
dc.identifier.startpage297en_US
dc.identifier.urihttps://hdl.handle.net/11467/4692
dc.identifier.urihttps://doi.org/10.15637/jlecon.7.022
dc.identifier.volume7en_US
dc.language.isoenen_US
dc.publisherRating Academyen_US
dc.relation.ispartofJournal of Life Economicsen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectArtificial Neural Networksen_US
dc.subjectMultiple Logistic Regressionen_US
dc.subjectEntrepreneuren_US
dc.subjectClassificationen_US
dc.titleEstimation of the sectors of the investments made on venture capital companies with artificial neural networks and multiple logistic regression analysisen_US
dc.typeArticleen_US

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