Characterizing documents about colombian indigenous peoples using text analytics

The indigenous peoples of Colombia have a considerable social, political and cultural wealth. However, issues such as the decadeslong armed conflict and drug trafficking have posed a significant threat to their survival. In this work, publically available documents on the Internet with information a...

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Autores:
Tipo de recurso:
Article of investigation
Fecha de publicación:
2020
Institución:
Universidad de Bogotá Jorge Tadeo Lozano
Repositorio:
Expeditio: repositorio UTadeo
Idioma:
eng
OAI Identifier:
oai:expeditiorepositorio.utadeo.edu.co:20.500.12010/13348
Acceso en línea:
http://hdl.handle.net/20.500.12010/13348
http://expeditio.utadeo.edu.co
Palabra clave:
Text Analytics
Sentiment Analysis
Indigenous Communities
Colombia - Historia - Descubrimiento y conquista, 1499-1550
Ingeniaría -- Trabajos de grado
Almacenamiento de datos
Rights
License
Abierto (Texto Completo)
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dc.title.spa.fl_str_mv Characterizing documents about colombian indigenous peoples using text analytics
title Characterizing documents about colombian indigenous peoples using text analytics
spellingShingle Characterizing documents about colombian indigenous peoples using text analytics
Text Analytics
Sentiment Analysis
Indigenous Communities
Colombia - Historia - Descubrimiento y conquista, 1499-1550
Ingeniaría -- Trabajos de grado
Almacenamiento de datos
title_short Characterizing documents about colombian indigenous peoples using text analytics
title_full Characterizing documents about colombian indigenous peoples using text analytics
title_fullStr Characterizing documents about colombian indigenous peoples using text analytics
title_full_unstemmed Characterizing documents about colombian indigenous peoples using text analytics
title_sort Characterizing documents about colombian indigenous peoples using text analytics
dc.contributor.advisor.none.fl_str_mv Galpin, I.
dc.subject.spa.fl_str_mv Text Analytics
Sentiment Analysis
Indigenous Communities
topic Text Analytics
Sentiment Analysis
Indigenous Communities
Colombia - Historia - Descubrimiento y conquista, 1499-1550
Ingeniaría -- Trabajos de grado
Almacenamiento de datos
dc.subject.lemb.spa.fl_str_mv Colombia - Historia - Descubrimiento y conquista, 1499-1550
Ingeniaría -- Trabajos de grado
Almacenamiento de datos
description The indigenous peoples of Colombia have a considerable social, political and cultural wealth. However, issues such as the decadeslong armed conflict and drug trafficking have posed a significant threat to their survival. In this work, publically available documents on the Internet with information about two indigenous communities, the Aw´a and Inga people from the Cauca region in southern Colombia, are analyzed using automated text analytics approaches. A corpus is constructed comprising general characterization documents, media articles and sentences from the Constitutional Court. Topic analysis is carried out to identify the relevant themes in the corpus to characterize each community. Sentiment analysis carried out on the media articles indicates that the articles about the Inga tend to be more positive and objective than the Aw´a. This may be attributed to the significant impact that the armed conflict has had on the Awa´ in recent years, and the productive projects of the Inga. Furthermore, an approach for summarizing long, complex documents by means of timelines is illustrated with a sentence issued by the Constitutional Court. It is concluded that such an approach has significant potential to facilitate understanding of documents of this nature.
publishDate 2020
dc.date.accessioned.none.fl_str_mv 2020-09-17T14:30:57Z
dc.date.available.none.fl_str_mv 2020-09-17T14:30:57Z
dc.date.created.none.fl_str_mv 2020
dc.type.local.spa.fl_str_mv Trabajo de grado de maestría
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dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.references.none.fl_str_mv Agarwal, A., Xie, B., Vovsha, I., Rambow, O., Passonneau, R.J.: Sentiment analysis of twitter data. In: Proceedings of the workshop on language in social media (LSM 2011). pp. 30–38 (2011)
Allan, J., Gupta, R., Khandelwal, V.: Temporal summaries of new topics. In: Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval. pp. 10–18 (2001)
Balahur, A., Steinberger, R., Kabadjov, M., Zavarella, V., Van Der Goot, E., Halkia, M., Pouliquen, B., Belyaeva, J.: Sentiment analysis in the news. arXiv preprint arXiv:1309.6202 (2013)
Bassi A., A.: Lematizacion basada en an´alisis no supervisado de corpus (aug 2020), https://users.dcc.uchile.cl/~abassi/ecos/lema.html
Bautin, M., Vijayarenu, L., Skiena, S.: International sentiment analysis for news and blogs. In: ICWSM (2008)
Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent dirichlet allocation. Journal of machine Learning research 3(Jan), 993–1022 (2003)
del Cauca, C.R.I.: Denuncia pu´blica sobre las falsas acusaciones hacia la minga por parte de los medios de comunicaci´on locales, regionales y nacionales (March 2019), https://www.cric-colombia.org/portal/denuncia-publica-sobre- lasfalsas-acusaciones-hacia-la-minga-por-parte-de-los-medios-de- comunicacionlocales-regionales-y-nacionales/
Chen, X., Chan, Z., Gao, S., Yu, M.H., Zhao, D., Yan, R.: Learning towards abstractive timeline summarization. In: IJCAI. pp. 4939–4945 (2019)
Chieu, H.L., Lee, Y.K.: Query based event extraction along a timeline. In: Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval. pp. 425–432 (2004)
de Colombia, C.C.: Sentencia t-500/16 acci´on de tutela contra medios de comunicaci´on (2016), https://www.corteconstitucional.gov.co/relatoria/2016/ t-500-16.htm
Colquhoun, S., Dockery, A.M.: The link between indigenous culture and wellbeing: Qualitative evidence for australian aboriginal peoples (2012)
Doyle, M.M.: Acceso y participaci´on de los pueblos ind´ıgenas en el sistema de medios de argentina. Disertaciones: Anuario electr´onico de estudios en Comunicacion Social 11(2), 30–49 (2018)
Godbole, N., Srinivasaiah, M., Skiena, S.: Large-scale sentiment analysis for news and blogs. Icwsm 7(21), 219–222 (2007)
Hern´andez Delgado, E.: La resistencia civil de los ind´ıgenas del cauca. Papel pol´ıtico 11(1), 177–220 (2006)
Kaya, M., Fidan, G., Toroslu, I.H.: Sentiment analysis of turkish political news. In: 2012 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology. vol. 1, pp. 174–180. IEEE (2012)
Kessler, R., Tannier, X., Hagege, C., Moriceau, V., Bittar, A.: Finding salient dates for building thematic timelines. In: Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). pp. 730–739 (2012)
Li, X., Xie, H., Chen, L., Wang, J., Deng, X.: News impact on stock price return via sentiment analysis. Knowledge-Based Systems 69, 14–23 (2014)
Mani, I., Wilson, G.: Robust temporal processing of news. In: Proceedings of the 38th annual meeting of the association for computational linguistics. pp. 69–76 (2000)
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dc.format.extent.spa.fl_str_mv 18 páginas
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dc.coverage.spatial.spa.fl_str_mv Colombia
dc.publisher.spa.fl_str_mv Universidad de Bogotá Jorge Tadeo Lozano
dc.publisher.program.spa.fl_str_mv Maestría en Ingeniería y Analítica de Datos
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spelling Galpin, I.Piñeros-Enciso, JonathanMagíster en Ingeniería y Analítica de DatosColombia2020-09-17T14:30:57Z2020-09-17T14:30:57Z2020http://hdl.handle.net/20.500.12010/13348http://expeditio.utadeo.edu.coThe indigenous peoples of Colombia have a considerable social, political and cultural wealth. However, issues such as the decadeslong armed conflict and drug trafficking have posed a significant threat to their survival. In this work, publically available documents on the Internet with information about two indigenous communities, the Aw´a and Inga people from the Cauca region in southern Colombia, are analyzed using automated text analytics approaches. A corpus is constructed comprising general characterization documents, media articles and sentences from the Constitutional Court. Topic analysis is carried out to identify the relevant themes in the corpus to characterize each community. Sentiment analysis carried out on the media articles indicates that the articles about the Inga tend to be more positive and objective than the Aw´a. This may be attributed to the significant impact that the armed conflict has had on the Awa´ in recent years, and the productive projects of the Inga. Furthermore, an approach for summarizing long, complex documents by means of timelines is illustrated with a sentence issued by the Constitutional Court. It is concluded that such an approach has significant potential to facilitate understanding of documents of this nature.18 páginasapplication/pdfengUniversidad de Bogotá Jorge Tadeo LozanoMaestría en Ingeniería y Analítica de Datosinstname:Universidad de Bogotá Jorge Tadeo Lozanoreponame:Expeditio Repositorio Institucional UJTLText AnalyticsSentiment AnalysisIndigenous CommunitiesColombia - Historia - Descubrimiento y conquista, 1499-1550Ingeniaría -- Trabajos de gradoAlmacenamiento de datosCharacterizing documents about colombian indigenous peoples using text analyticsTrabajo de grado de maestríainfo:eu-repo/semantics/masterThesishttp://purl.org/coar/resource_type/c_2df8fbb1Abierto (Texto Completo)http://purl.org/coar/access_right/c_abf2Agarwal, A., Xie, B., Vovsha, I., Rambow, O., Passonneau, R.J.: Sentiment analysis of twitter data. In: Proceedings of the workshop on language in social media (LSM 2011). pp. 30–38 (2011)Allan, J., Gupta, R., Khandelwal, V.: Temporal summaries of new topics. In: Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval. pp. 10–18 (2001)Balahur, A., Steinberger, R., Kabadjov, M., Zavarella, V., Van Der Goot, E., Halkia, M., Pouliquen, B., Belyaeva, J.: Sentiment analysis in the news. arXiv preprint arXiv:1309.6202 (2013)Bassi A., A.: Lematizacion basada en an´alisis no supervisado de corpus (aug 2020), https://users.dcc.uchile.cl/~abassi/ecos/lema.htmlBautin, M., Vijayarenu, L., Skiena, S.: International sentiment analysis for news and blogs. In: ICWSM (2008)Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent dirichlet allocation. Journal of machine Learning research 3(Jan), 993–1022 (2003)del Cauca, C.R.I.: Denuncia pu´blica sobre las falsas acusaciones hacia la minga por parte de los medios de comunicaci´on locales, regionales y nacionales (March 2019), https://www.cric-colombia.org/portal/denuncia-publica-sobre- lasfalsas-acusaciones-hacia-la-minga-por-parte-de-los-medios-de- comunicacionlocales-regionales-y-nacionales/Chen, X., Chan, Z., Gao, S., Yu, M.H., Zhao, D., Yan, R.: Learning towards abstractive timeline summarization. In: IJCAI. pp. 4939–4945 (2019)Chieu, H.L., Lee, Y.K.: Query based event extraction along a timeline. In: Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval. pp. 425–432 (2004)de Colombia, C.C.: Sentencia t-500/16 acci´on de tutela contra medios de comunicaci´on (2016), https://www.corteconstitucional.gov.co/relatoria/2016/ t-500-16.htmColquhoun, S., Dockery, A.M.: The link between indigenous culture and wellbeing: Qualitative evidence for australian aboriginal peoples (2012)Doyle, M.M.: Acceso y participaci´on de los pueblos ind´ıgenas en el sistema de medios de argentina. Disertaciones: Anuario electr´onico de estudios en Comunicacion Social 11(2), 30–49 (2018)Godbole, N., Srinivasaiah, M., Skiena, S.: Large-scale sentiment analysis for news and blogs. Icwsm 7(21), 219–222 (2007)Hern´andez Delgado, E.: La resistencia civil de los ind´ıgenas del cauca. Papel pol´ıtico 11(1), 177–220 (2006)Kaya, M., Fidan, G., Toroslu, I.H.: Sentiment analysis of turkish political news. In: 2012 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology. vol. 1, pp. 174–180. IEEE (2012)Kessler, R., Tannier, X., Hagege, C., Moriceau, V., Bittar, A.: Finding salient dates for building thematic timelines. In: Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). pp. 730–739 (2012)Li, X., Xie, H., Chen, L., Wang, J., Deng, X.: News impact on stock price return via sentiment analysis. Knowledge-Based Systems 69, 14–23 (2014)Mani, I., Wilson, G.: Robust temporal processing of news. In: Proceedings of the 38th annual meeting of the association for computational linguistics. pp. 69–76 (2000)LICENSElicense.txtlicense.txttext/plain; charset=utf-82938https://expeditiorepositorio.utadeo.edu.co/bitstream/20.500.12010/13348/2/license.txtabceeb1c943c50d3343516f9dbfc110fMD52open accessLicencia de autorización.pdfLicencia de autorización.pdfLicencia de autorizaciónapplication/pdf166193https://expeditiorepositorio.utadeo.edu.co/bitstream/20.500.12010/13348/3/Licencia%20de%20autorizaci%c3%b3n.pdfd4f8b123e53038af602067d7f9d9e6d2MD53open accessEvaluación de siustentación.pdfEvaluación de siustentación.pdfEvaluaciónapplication/pdf371769https://expeditiorepositorio.utadeo.edu.co/bitstream/20.500.12010/13348/4/Evaluaci%c3%b3n%20de%20siustentaci%c3%b3n.pdfa630ac33daec043e2b4e8e5b0be82049MD54open accessTHUMBNAILTrabajo de grado.pdf.jpgTrabajo de grado.pdf.jpgIM Thumbnailimage/jpeg8870https://expeditiorepositorio.utadeo.edu.co/bitstream/20.500.12010/13348/5/Trabajo%20de%20grado.pdf.jpg73c01c9ff08c93d7642e059daf7493aaMD55open accessTrabajo de grado Jonathan Pieñeros.pdf.jpgTrabajo de grado Jonathan Pieñeros.pdf.jpgIM Thumbnailimage/jpeg8870https://expeditiorepositorio.utadeo.edu.co/bitstream/20.500.12010/13348/7/Trabajo%20de%20grado%20Jonathan%20Pie%c3%b1eros.pdf.jpg73c01c9ff08c93d7642e059daf7493aaMD57open accessORIGINALTrabajo de grado Jonathan Pieñeros.pdfTrabajo de grado Jonathan Pieñeros.pdfDocumento reservadoapplication/pdf1086126https://expeditiorepositorio.utadeo.edu.co/bitstream/20.500.12010/13348/6/Trabajo%20de%20grado%20Jonathan%20Pie%c3%b1eros.pdfc0a929ddb72e415067e78f6b917bd6ebMD56open access20.500.12010/13348oai:expeditiorepositorio.utadeo.edu.co:20.500.12010/133482024-03-14 09:57:14.123open accessRepositorio Institucional - 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