A text mining and topic modelling perspective of ethnic marketing research
Main Author: | |
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Publication Date: | 2019 |
Other Authors: | , , |
Format: | Article |
Language: | eng |
Source: | Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
Download full: | https://hdl.handle.net/1822/62752 |
Summary: | This study presents an enhanced automated approach based on literature analysis and synthesis for establishing the dimensions of the ethnic marketing literature, covering a set of 239 journal articles published by nine major publishers. The approach reported is enhanced by two novel procedures to address previously identified limitations, namely: definition of a relevant dictionary based on both a sufficient lexicon extracted from a definition of the core theme and a conditional dictionary, with related but non-core terms; and a visually appealing pictorial representation to summarize the discovered topics. The application of the method to ethnic marketing indicates that ethnic marketing research is characterized by high conceptual heterogeneity, although a clear definition of "ethnic marketing" is imperative for research development. Overall, the paper advances an approach with considerable scalability advantages when compared with extant approaches, an important issue to consider when textual sources become big data. |
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A text mining and topic modelling perspective of ethnic marketing researchEthnic marketingLiterature analysis and synthesisLiterature dimensionsFiltering dictionariesText miningTopic modellingSocial SciencesThis study presents an enhanced automated approach based on literature analysis and synthesis for establishing the dimensions of the ethnic marketing literature, covering a set of 239 journal articles published by nine major publishers. The approach reported is enhanced by two novel procedures to address previously identified limitations, namely: definition of a relevant dictionary based on both a sufficient lexicon extracted from a definition of the core theme and a conditional dictionary, with related but non-core terms; and a visually appealing pictorial representation to summarize the discovered topics. The application of the method to ethnic marketing indicates that ethnic marketing research is characterized by high conceptual heterogeneity, although a clear definition of "ethnic marketing" is imperative for research development. Overall, the paper advances an approach with considerable scalability advantages when compared with extant approaches, an important issue to consider when textual sources become big data.- (undefined)ElsevierUniversidade do MinhoMoro, SérgioPires, GuilhermeRita, PauloCortez, Paulo20192019-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/1822/62752eng0148-296310.1016/j.jbusres.2019.01.053https://www.sciencedirect.com/science/article/pii/S0148296319300724info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-04-12T05:19:39Zoai:repositorium.sdum.uminho.pt:1822/62752Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T16:23:39.967425Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse |
dc.title.none.fl_str_mv |
A text mining and topic modelling perspective of ethnic marketing research |
title |
A text mining and topic modelling perspective of ethnic marketing research |
spellingShingle |
A text mining and topic modelling perspective of ethnic marketing research Moro, Sérgio Ethnic marketing Literature analysis and synthesis Literature dimensions Filtering dictionaries Text mining Topic modelling Social Sciences |
title_short |
A text mining and topic modelling perspective of ethnic marketing research |
title_full |
A text mining and topic modelling perspective of ethnic marketing research |
title_fullStr |
A text mining and topic modelling perspective of ethnic marketing research |
title_full_unstemmed |
A text mining and topic modelling perspective of ethnic marketing research |
title_sort |
A text mining and topic modelling perspective of ethnic marketing research |
author |
Moro, Sérgio |
author_facet |
Moro, Sérgio Pires, Guilherme Rita, Paulo Cortez, Paulo |
author_role |
author |
author2 |
Pires, Guilherme Rita, Paulo Cortez, Paulo |
author2_role |
author author author |
dc.contributor.none.fl_str_mv |
Universidade do Minho |
dc.contributor.author.fl_str_mv |
Moro, Sérgio Pires, Guilherme Rita, Paulo Cortez, Paulo |
dc.subject.por.fl_str_mv |
Ethnic marketing Literature analysis and synthesis Literature dimensions Filtering dictionaries Text mining Topic modelling Social Sciences |
topic |
Ethnic marketing Literature analysis and synthesis Literature dimensions Filtering dictionaries Text mining Topic modelling Social Sciences |
description |
This study presents an enhanced automated approach based on literature analysis and synthesis for establishing the dimensions of the ethnic marketing literature, covering a set of 239 journal articles published by nine major publishers. The approach reported is enhanced by two novel procedures to address previously identified limitations, namely: definition of a relevant dictionary based on both a sufficient lexicon extracted from a definition of the core theme and a conditional dictionary, with related but non-core terms; and a visually appealing pictorial representation to summarize the discovered topics. The application of the method to ethnic marketing indicates that ethnic marketing research is characterized by high conceptual heterogeneity, although a clear definition of "ethnic marketing" is imperative for research development. Overall, the paper advances an approach with considerable scalability advantages when compared with extant approaches, an important issue to consider when textual sources become big data. |
publishDate |
2019 |
dc.date.none.fl_str_mv |
2019 2019-01-01T00:00:00Z |
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 |
https://hdl.handle.net/1822/62752 |
url |
https://hdl.handle.net/1822/62752 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
0148-2963 10.1016/j.jbusres.2019.01.053 https://www.sciencedirect.com/science/article/pii/S0148296319300724 |
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info:eu-repo/semantics/openAccess |
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openAccess |
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application/pdf |
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Elsevier |
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Elsevier |
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Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia |
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