Text Mining Based Decision Making Process in Kickstarter Platform

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dc.authorscopusid57205585353
dc.authorscopusid56557054300
dc.authorscopusid57205579603
dc.authorscopusid57205616621
dc.authorscopusid57225966836
dc.contributor.authorYildiz, T. K.
dc.contributor.authorAtagün, E.
dc.contributor.authorBayiroğlu, H.
dc.contributor.authorTimuçin, T.
dc.contributor.authorGündüz, H.
dc.date.accessioned2021-12-01T18:38:56Z
dc.date.available2021-12-01T18:38:56Z
dc.date.issued2021
dc.department[Belirlenecek]en_US
dc.description.abstractKickstarter is a platform that supports the transformation of projects into products by embracing entrepreneurial investor interaction. Entrepreneurs who register on the Kickstarter website exhibit presentations and visuals on their projects. People who work or have new ideas in the fields of art, comics, design, technology, film, games, music and publishing are looking for support to improve their ideas. Entrepreneurs display the project details in a textual expression in order to attract investors’ interest. Investors make a decision to invest in the project by reading these expressions and consider them logically. Investors need to solve the difficulties they encountered in decision-making through various artificial intelligence or language processing methods. Natural Language Processing (NLP) is one of the preferred methods for such decision-making problems. In this study, NLP techniques and word attributes were obtained from the explanations of the projects in order to provide support to the investors. In addition, temporal attributes were extracted by considering the start and end times of the projects. According to these attributes, whether the projects can reach the targeted budget has been determined by artificial learning methods and predictable effects of some words or phrases in reaching the targeted budget have been highlighted. © 2021, The Author(s), under exclusive license to Springer Nature Switzerland AG.en_US
dc.description.sponsorshipMany economic habits have changed with the impact of the 2008 world economic crisis. One of these changing habits is the new financing methods recommended for investment. And one of these new financing methods is crowdfunding systems. The Kickstarter platform, one of the crowdfunding systems, was established in 2009. Kick-starter is a digital platform for providing the financial support needed by an entrepreneur with a project idea.en_US
dc.identifier.doi10.1007/978-3-030-79357-9_33
dc.identifier.endpage349en_US
dc.identifier.issn23674512
dc.identifier.scopus2-s2.0-85109954373en_US
dc.identifier.scopusqualityQ3en_US
dc.identifier.startpage344en_US
dc.identifier.urihttps://doi.org/10.1007/978-3-030-79357-9_33
dc.identifier.urihttps://hdl.handle.net/20.500.12684/9921
dc.identifier.volume76en_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherSpringer Science and Business Media Deutschland GmbHen_US
dc.relation.ispartofLecture Notes on Data Engineering and Communications Technologiesen_US
dc.relation.publicationcategoryKitap Bölümü - Uluslararasıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectKickstarteren_US
dc.subjectNatural Language Processingen_US
dc.subjectText miningen_US
dc.titleText Mining Based Decision Making Process in Kickstarter Platformen_US
dc.typeBook Chapteren_US

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