Unveiling the features of successful eBay smartphone sellers
Autor(a) principal: | |
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Data de Publicação: | 2018 |
Outros Autores: | , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/1822/62763 |
Resumo: | The present study adopts a data mining approach based on support vector machines (SVM) for modeling the number of sales of smartphone devices by eBay sellers. The data-based sensitivity analysis was adopted for extracting meaningful knowledge translated into the relevance of each input feature for the model. Such approach allowed unveiling that the number of items the seller also has on auctions, the price and the variety of products the seller offers are the three features that influence most the number of sales, in a total of almost 25%, surpassing the relevance of the features related to customers' feedback. |
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Unveiling the features of successful eBay smartphone sellersOnline salesEBay sellersData miningSensitivity analysisSmartphonesSocial SciencesThe present study adopts a data mining approach based on support vector machines (SVM) for modeling the number of sales of smartphone devices by eBay sellers. The data-based sensitivity analysis was adopted for extracting meaningful knowledge translated into the relevance of each input feature for the model. Such approach allowed unveiling that the number of items the seller also has on auctions, the price and the variety of products the seller offers are the three features that influence most the number of sales, in a total of almost 25%, surpassing the relevance of the features related to customers' feedback.Elsevier Science LtdUniversidade do MinhoSilva, Ana TeresaMoro, SergioRita, PauloCortez, Paulo20182018-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/62763eng0969-698910.1016/j.jretconser.2018.05.001https://www.sciencedirect.com/science/article/pii/S0969698918302029info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-07-21T11:56:11Zoai:repositorium.sdum.uminho.pt:1822/62763Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T18:45:48.057187Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
Unveiling the features of successful eBay smartphone sellers |
title |
Unveiling the features of successful eBay smartphone sellers |
spellingShingle |
Unveiling the features of successful eBay smartphone sellers Silva, Ana Teresa Online sales EBay sellers Data mining Sensitivity analysis Smartphones Social Sciences |
title_short |
Unveiling the features of successful eBay smartphone sellers |
title_full |
Unveiling the features of successful eBay smartphone sellers |
title_fullStr |
Unveiling the features of successful eBay smartphone sellers |
title_full_unstemmed |
Unveiling the features of successful eBay smartphone sellers |
title_sort |
Unveiling the features of successful eBay smartphone sellers |
author |
Silva, Ana Teresa |
author_facet |
Silva, Ana Teresa Moro, Sergio Rita, Paulo Cortez, Paulo |
author_role |
author |
author2 |
Moro, Sergio Rita, Paulo Cortez, Paulo |
author2_role |
author author author |
dc.contributor.none.fl_str_mv |
Universidade do Minho |
dc.contributor.author.fl_str_mv |
Silva, Ana Teresa Moro, Sergio Rita, Paulo Cortez, Paulo |
dc.subject.por.fl_str_mv |
Online sales EBay sellers Data mining Sensitivity analysis Smartphones Social Sciences |
topic |
Online sales EBay sellers Data mining Sensitivity analysis Smartphones Social Sciences |
description |
The present study adopts a data mining approach based on support vector machines (SVM) for modeling the number of sales of smartphone devices by eBay sellers. The data-based sensitivity analysis was adopted for extracting meaningful knowledge translated into the relevance of each input feature for the model. Such approach allowed unveiling that the number of items the seller also has on auctions, the price and the variety of products the seller offers are the three features that influence most the number of sales, in a total of almost 25%, surpassing the relevance of the features related to customers' feedback. |
publishDate |
2018 |
dc.date.none.fl_str_mv |
2018 2018-01-01T00:00:00Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/1822/62763 |
url |
http://hdl.handle.net/1822/62763 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
0969-6989 10.1016/j.jretconser.2018.05.001 https://www.sciencedirect.com/science/article/pii/S0969698918302029 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Elsevier Science Ltd |
publisher.none.fl_str_mv |
Elsevier Science Ltd |
dc.source.none.fl_str_mv |
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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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