Modelo conceptual para determinar el próximo presidente de estado a través de Datamining y Twitter
Investigación Tecnológica
- Autores:
-
Corzo-Sosa, Daniel Eduardo
- Tipo de recurso:
- Trabajo de grado de pregrado
- Fecha de publicación:
- 2018
- Institución:
- Universidad Católica de Colombia
- Repositorio:
- RIUCaC - Repositorio U. Católica
- Idioma:
- spa
- OAI Identifier:
- oai:repository.ucatolica.edu.co:10983/22428
- Acceso en línea:
- https://hdl.handle.net/10983/22428
- Palabra clave:
- REDES SOCIALES
ANÁLISIS DE SENTIMIENTOS
AZURE TEXTMINING
DATAMINING
KDD
PLN
POLARIDAD
TWEEPY
TWITTER
- Rights
- openAccess
- License
- Derechos Reservados - Universidad Católica de Colombia, 2018
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dc.title.spa.fl_str_mv |
Modelo conceptual para determinar el próximo presidente de estado a través de Datamining y Twitter |
title |
Modelo conceptual para determinar el próximo presidente de estado a través de Datamining y Twitter |
spellingShingle |
Modelo conceptual para determinar el próximo presidente de estado a través de Datamining y Twitter REDES SOCIALES ANÁLISIS DE SENTIMIENTOS AZURE TEXTMINING DATAMINING KDD PLN POLARIDAD TWEEPY |
title_short |
Modelo conceptual para determinar el próximo presidente de estado a través de Datamining y Twitter |
title_full |
Modelo conceptual para determinar el próximo presidente de estado a través de Datamining y Twitter |
title_fullStr |
Modelo conceptual para determinar el próximo presidente de estado a través de Datamining y Twitter |
title_full_unstemmed |
Modelo conceptual para determinar el próximo presidente de estado a través de Datamining y Twitter |
title_sort |
Modelo conceptual para determinar el próximo presidente de estado a través de Datamining y Twitter |
dc.creator.fl_str_mv |
Corzo-Sosa, Daniel Eduardo |
dc.contributor.advisor.spa.fl_str_mv |
Velandia-Vega, John Alexánder |
dc.contributor.author.spa.fl_str_mv |
Corzo-Sosa, Daniel Eduardo |
dc.subject.lemb.spa.fl_str_mv |
REDES SOCIALES |
topic |
REDES SOCIALES ANÁLISIS DE SENTIMIENTOS AZURE TEXTMINING DATAMINING KDD PLN POLARIDAD TWEEPY |
dc.subject.proposal.spa.fl_str_mv |
ANÁLISIS DE SENTIMIENTOS AZURE TEXTMINING DATAMINING KDD PLN POLARIDAD TWEEPY |
description |
Investigación Tecnológica |
publishDate |
2018 |
dc.date.accessioned.spa.fl_str_mv |
2018-12-13T14:58:27Z |
dc.date.available.spa.fl_str_mv |
2018-12-13T14:58:27Z |
dc.date.issued.spa.fl_str_mv |
2018 |
dc.type.spa.fl_str_mv |
Trabajo de grado - Pregrado |
dc.type.coarversion.fl_str_mv |
http://purl.org/coar/version/c_71e4c1898caa6e32 |
dc.type.coar.spa.fl_str_mv |
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Text |
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info:eu-repo/semantics/bachelorThesis |
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https://purl.org/redcol/resource_type/TP |
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info:eu-repo/semantics/submittedVersion |
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http://purl.org/coar/resource_type/c_7a1f |
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dc.identifier.citation.spa.fl_str_mv |
Corzo-Sosa, D. E. (2018). Modelo conceptual para determinar el próximo presidente de estado a través de Datamining y Twitter. Trabajo de Grado. Universidad Católica de Colombia. Facultad de Ingeniería. Programa de Ingeniería de Sistemas. Bogotá, Colombia |
dc.identifier.uri.spa.fl_str_mv |
https://hdl.handle.net/10983/22428 |
identifier_str_mv |
Corzo-Sosa, D. E. (2018). Modelo conceptual para determinar el próximo presidente de estado a través de Datamining y Twitter. Trabajo de Grado. Universidad Católica de Colombia. Facultad de Ingeniería. Programa de Ingeniería de Sistemas. Bogotá, Colombia |
url |
https://hdl.handle.net/10983/22428 |
dc.language.iso.spa.fl_str_mv |
spa |
language |
spa |
dc.relation.references.spa.fl_str_mv |
aaai.org. (1995, 08 20). The first international conference on knowledge discover and data mining. (AAAI) Retrieved from https://aaai.org/Conferences/KDD/kdd95.php Akhilomen, J. (2013). Data Mining Application for Cyber Credit-Card Fraud Detection System. Retrieved from https://link.springer.com/chapter/10.1007/978-3-642-39736-3_17 Alang, N. (2016, Nov 15). Trump Is America’s First Twitter President. Be Afraid. Retrieved from https://newrepublic.com/article/138753/trump-americas-firsttwitter-president-afraid Aldrich, J., & Garrod, C. (2013). Principles of Software Construction: Conceptual Modeling in Design. (ISR Institute for software research) Retrieved from Carnegie Mellon University: https://www.cs.cmu.edu/~aldrich/214/slides/conceptual-modeling.pdf Amazon. (2018). Data Warehouse Concepts. Retrieved 10 2018, from Amazon: https://aws.amazon.com/data-warehouse/ Andrew Lampitt. (2013, Febrero 14). The real story of how big data analytics helped Obama win. (infoworld) Retrieved from https://www.infoworld.com/article/2613587/big-data/the-real-story-of-howbig-data-analytics-helped-obama-win.html Ardila, C. (2018). Modelado del Dominio(Modelo conceptual). (Universidad del Cauca) Retrieved from Universidad del Cauca: http://artemisa.unicauca.edu.co/~cardila/IS_04_03__MODELADO_DOMINI O_NV.pdf AUTOR, E. (2018). Tecnicas de Datamining. Recuperado el 01 de 06 de 2018 Będkowski, K. (2011, 01 01). Trees crowns segmentation on the basis of a digital surface model obtained from the interpolation of airborne laser scanning data. Retrieved from ResearchGate: https://www.researchgate.net/publication/306374119_Trees_crowns_segme ntation_on_the_basis_of_a_digital_surface_model_obtained_from_the_inter polation_of_airborne_laser_scanning_data Berzal, F. (2017, 01 01). Clústering Jerárquico. (Universidad de Granada) Retrieved from http://elvex.ugr.es/idbis/dm/slides/42%20Clustering%20%20Hierarchical.pdf Bhattacharyya, S. (2011, 02). Data mining for credit card fraud: A comparative study. (ScienceDirect) Retrieved from https://www.sciencedirect.com/science/article/pii/S0167923610001326 Bouza, C., & Santiago, A. (2014, 10 21). LA MINERÍA DE DATOS: ARBOLES DE DECISIÓN Y SU APLICACIÓN EN ESTUDIOS MÉDICOS. Retrieved from ResearchGate: https://www.researchgate.net/publication/268516570_LA_MINERIA_DE_DA TOS_ARBOLES_DE_DECISION_Y_SU_APLICACION_EN_ESTUDIOS_M EDICOS Clifton, C. (2018, 08 01). Data Mining, Computer Science. (Enciclopedia Britannica) Retrieved from https://www.britannica.com/technology/datamining CrayonData. (2015, 04 1). What is Clustering in Data Mining? Retrieved from http://bigdata-madesimple.com/what-is-clustering-in-data-mining/ Dane. (23 de 11 de 2018). Censo nacional de problacion y vivienda: ¿Cuantos Somos? Recuperado el 23 de 11 de 2018, de DANE: https://www.dane.gov.co/index.php/estadisticas-por-tema/demografia-ypoblacion/censo-nacional-de-poblacion-y-vivenda-2018/cuantos-somos Earls, J. (2010, Febrero 26). SQL: Query Language for Relational Databases. (Media College) Retrieved from https://www.mediacollege.com/computer/database/sql.html Faggella, D. (2017, Sep 2). What is Machine Learning? (Techemergence) Retrieved from https://www.techemergence.com/what-is-machine-learning/ Functional testing. (n.d.). (Software Testing Fundamentals) Retrieved from http://softwaretestingfundamentals.com/functional-testing/ Gallagher, S. (2012, 11 14). Built to win: Deep inside Obama’s campaign tech. (Ars Technica) Retrieved from https://arstechnica.com/informationtechnology/2012/11/built-to-win-deep-inside-obamas-campaign-tech/ Gaur, P. (2012). Neural Networks in Data Mining. (International Journal of Electronics and Computer Science Engineering) Retrieved from International Journal of Electronics and Computer Science Engineering: http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.640.136&rep=rep 1&type=pdf Gibert, K., Sanchez-Marre, M., & Codina, V. (2014, 05 27). Choosing the Right Data Mining Technique: Classification of Methods and Intelligent Recommendation. Retrieved from ReserachGate: https://www.researchgate.net/publication/228609947_Choosing_the_Right_ Data_Mining_Technique_Classification_of_Methods_and_Intelligent_Reco mmendatio Gil, P. (2018, Feb 05). What Is Twitter & How Does It Work? (LifeWire) Retrieved from https://www.lifewire.com/what-exactly-is-twitter-2483331 Gupta, P. (2017, 05 17). Decision Trees in Machine Learning. (Towards Data Science) Retrieved from https://towardsdatascience.com/decision-trees-inmachine-learning-641b9c4e8052 Hernández-Orallo, J. (2015). Visualización. (Universitat Politècnica de València) Retrieved 06 05, 2018, from Universitat Politècnica de València: http://users.dsic.upv.es/~jorallo/docent/doctorat/t2b.pdf Hui Li. (2017, Abril 12). Which machine learning algorithm should I use? Retrieved from SAS: https://blogs.sas.com/content/subconsciousmusings/2017/04/12/machinelearning-algorithm-use/ Hutto, C. (2017). VaderSentiment. Retrieved from https://github.com/cjhutto/vaderSentiment#about-the-scoring Jacobs, B. (2012, Nov 11). Orca Failed; but So Did Obama's 2008 Version of the Same. (The Atlantic) Retrieved from https://www.theatlantic.com/politics/archive/2012/11/orca-failed-but-so-didobamas-2008-version-of-the-same/265077/ Jose Antonio Vargas. (2007, Febrero 17). Young Voters Find Voice on Facebook. Retrieved from http://www.washingtonpost.com: http://www.washingtonpost.com/wpdyn/content/article/2007/02/16/AR2007021602084.html?nav=emailpa Kissane, D. (2016, Mayo 26). It’s Time To Explain What Facebook Actually Is. (doz.com) Retrieved from http://www.doz.com/social-media/facebookexplained Knight, M. (2017, 09 11). What is Metadata? (Dataversity) Retrieved from Dataversity: http://www.dataversity.net/what-is-metadata/ Lucidchart. (10 de 2018). Qué es un diagrama de árbol de decisión. Obtenido de Lucidchart: https://www.lucidchart.com/pages/es/qu%C3%A9-es-undiagrama-de-%C3%A1rbol-de-decisi%C3%B3n Microsoft. (2017, 02 13). C# Reference. Retrieved from MSDN Library: https://docs.microsoft.com/es-es/dotnet/csharp/language-reference/index Microsoft. (2018, 04 30). Data Mining Algorithms (Analysis Services - Data Mining). Retrieved from https://docs.microsoft.com/en-us/sql/analysis-services/datamining/data-mining-algorithms-analysis-services-data-mining?view=sqlserver-2017 Nelson, P. (2018, 10). Deciding If A Natural Language Processing (NLP) Project Is Feasible. Retrieved from Search Technologies: https://www.searchtechnologies.com/nlp-project-feasibility-flowchart Nelson, P. (2018, 10). Natural Language Processing (NLP) Techniques for Extracting Information. Retrieved from Search Technologies: https://www.searchtechnologies.com/blog/natural-language-processingtechniques Nickerson, D. W., & Rogers, T. (2013, Noviembre). Political Campaigns and Big Data. Retrieved from https://scholar.harvard.edu/files/todd_rogers/files/political_campaigns_and_ big_data_0.pdf Nico, G. (2014, 01 31). Data Mining - Algorithms. Retrieved from https://gerardnico.com/_detail/data_mining/data_mining_algorithm.jpg?id=d ata_mining%3Aalgorithm Oracle. (2018, Marzo). What Is Data Mining. (Oracle) Retrieved from Oracle: https://docs.oracle.com/cd/B28359_01/datamine.111/b28129/process.htm# CHDFGCIJ Ortiz, Y., Bañuelos, P., & Rodas-Osollo, J. (04 de 2016). Obtenido de Universidad Autonoma de Ciudad Juarez: http://erevistas.uacj.mx/ojs/index.php/culcyt/article/download/1085/951 Petrova, M., Sen, A., & Yildrim, P. (2016, 09 29). Social Media and Political Donations: New Technology and Incumbency Advantage in the United States. Retrieved from SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2836323 Petrova, M., Sen, A., & Yildrim, P. (2016, 09 29). Social Media and Political Donations: New Technology and Incumbency Advantage in the United States. Retrieved from SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2836323 Ray, S. (2015, 08 14). 7 Types of Regression Techniques you should know! Retrieved from Analytics Vidhya: https://www.analyticsvidhya.com/blog/2015/08/comprehensive-guideregression/ ResolveStudio. (2018). ¿Quién será el Presidente de Colombia en 2018? Retrieved from http://resolvestudio.co/elecciones-presidenciales-colombia/ Romero-Campero, F. J. (2013). Búsqueda de patrones: técnicas de clustering. (Universidad de Sevilla) Retrieved 10 2018, from https://www.cs.us.es/~fran/curso_unia/clustering.html Rouse, M. (2011, Enero). MPP (massively parallel processing). (techtarget) Retrieved from http://whatis.techtarget.com/definition/MPP-massivelyparallel-processing Rouse, M. (2018, 08). Facebook definition. (techtarget) Retrieved Marzo 25, 2018, from WhatIs.com: http://whatis.techtarget.com/definition/Facebook Sanon, M. (2017, 04 28). 4 Reasons Why Data Analytics is Important. (Digital Vidya) Retrieved from https://www.digitalvidya.com/blog/reasons-dataanalytics-important/ SAS. (2018, 09 30). Data Mining, What it is and why it matters. (SAS) Retrieved from https://www.sas.com/en_us/insights/analytics/data-mining.html SAS. (30 de 09 de 2018). Natural Language Processing What it is and why matters. Obtenido de SAS: https://www.sas.com/en_id/insights/analytics/what-is-natural-languageprocessing-nlp.html Sasha Issenberg. (2012, Diciembre 19). How Obama’s Team Used Big Data to Rally Voters. (technologyreview) Retrieved from https://www.technologyreview.com/s/509026/how-obamas-team-used-bigdata-to-rally-voters/ Sean Gallagher. (2012, 9 11). Inside Team Romney’s whale of an IT meltdown. Retrieved from ArsTechnica: https://arstechnica.com/informationtechnology/2012/11/inside-team-romneys-whale-of-an-it-meltdown/ Semana. (02 de 02 de 2018). ¿'Likes' o votos? Esa es la cuestión en unas elecciones. Obtenido de Semana: https://www.semana.com/nacion/articulo/campanas-en-redessociales/555643 Shethna, J. (2017, Nov 7). 7 Important Data Mining Techniques for Best results. Retrieved from https://www.educba.com/7-data-mining-techniques-for-bestresults/ Siddhart, S., R.Darsini, & Sujithra, M. (2018, 05). Sentiment Analysis on Twitter Data Using Machine. Retrieved from ResearchGate: https://www.researchgate.net/publication/325359363 Statcounter. (2018, 11 23). Social media stats Colombia. Retrieved from Statcounter GlobalStats: http://gs.statcounter.com/social-mediastats/all/colombia/#monthly-201711-201810 Techopedia. (2015). Big Data. (Techopedia Inc) Retrieved Marzo 25, 2018, from Techopedia: https://www.techopedia.com/definition/27745/big-data The R Foundation. (Marzo de 2018). What is R? Obtenido de https://www.rproject.org/about.html What is extreme programming. (15 de Abril de 2018). (Agile Alliance) Obtenido de https://www.agilealliance.org/glossary/xp/ Why Stata? (2018, Marzo). (StataCorp LLC) Retrieved from https://www.stata.com/why-use-stata/ Zwass, V. (2018, 08 01). Expert system. (Enciclopedia Britannica) Retrieved from https://www.britannica.com/technology/expert-system |
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Velandia-Vega, John Alexánder 026768b1-18a3-4ffa-ab01-797fba1e4b87Corzo-Sosa, Daniel Eduardo18dec50f-91ff-4097-b6f3-d417fde02070-12018-12-13T14:58:27Z2018-12-13T14:58:27Z2018Investigación TecnológicaProyecto de investigación tecnológica en el cual se usa twitter como fuente de datos para analizar las reacciones de las personas a publicaciones hechas por los candidatos de las pasadas elecciones presidenciales en Colombia, usando datamining mediante metodología KDD.PregradoIngeniero de SistemasINTRODUCCIÓN 1. GENERALIDADES 2. SELECCIONAR UNA TÉCNICA DE DATAMINING QUE PERMITA MODELAR LOS DATOS RECOPILADOS EN TWITTER 3. DISEÑAR LA ESTRUCTURA DEL MODELO RESPECTO AL RESULTADO DE LA FASE DE ANÁLISIS 4. DESARROLLAR UNA PRUEBA DE CONCEPTO WEB, QUE TENGA EN CUENTA LOS MÓDULOS DEFINIDOS EN LA ESTRUCTURA DEL MODELO 5. EJECUTAR UN CONJUNTO DE PRUEBAS FUNCIONALES QUE PERMITAN EVALUAR LA CALIDAD DE LOS RESULTADOS CALCULADOS POR LA SOLUCIÓN 6. CONCLUSIONES 7. TRABAJOS FUTUROS BIBLIOGRAFÍA ANEXOSapplication/pdfCorzo-Sosa, D. E. (2018). Modelo conceptual para determinar el próximo presidente de estado a través de Datamining y Twitter. Trabajo de Grado. Universidad Católica de Colombia. Facultad de Ingeniería. Programa de Ingeniería de Sistemas. Bogotá, Colombiahttps://hdl.handle.net/10983/22428spaFacultad de IngenieríaIngeniería de Sistemas y Computaciónaaai.org. (1995, 08 20). The first international conference on knowledge discover and data mining. (AAAI) Retrieved from https://aaai.org/Conferences/KDD/kdd95.phpAkhilomen, J. (2013). Data Mining Application for Cyber Credit-Card Fraud Detection System. Retrieved from https://link.springer.com/chapter/10.1007/978-3-642-39736-3_17Alang, N. (2016, Nov 15). Trump Is America’s First Twitter President. Be Afraid. Retrieved from https://newrepublic.com/article/138753/trump-americas-firsttwitter-president-afraidAldrich, J., & Garrod, C. (2013). Principles of Software Construction: Conceptual Modeling in Design. (ISR Institute for software research) Retrieved from Carnegie Mellon University: https://www.cs.cmu.edu/~aldrich/214/slides/conceptual-modeling.pdfAmazon. (2018). Data Warehouse Concepts. Retrieved 10 2018, from Amazon: https://aws.amazon.com/data-warehouse/Andrew Lampitt. (2013, Febrero 14). The real story of how big data analytics helped Obama win. (infoworld) Retrieved from https://www.infoworld.com/article/2613587/big-data/the-real-story-of-howbig-data-analytics-helped-obama-win.htmlArdila, C. (2018). Modelado del Dominio(Modelo conceptual). (Universidad del Cauca) Retrieved from Universidad del Cauca: http://artemisa.unicauca.edu.co/~cardila/IS_04_03__MODELADO_DOMINI O_NV.pdfAUTOR, E. (2018). Tecnicas de Datamining. Recuperado el 01 de 06 de 2018Będkowski, K. (2011, 01 01). Trees crowns segmentation on the basis of a digital surface model obtained from the interpolation of airborne laser scanning data. Retrieved from ResearchGate: https://www.researchgate.net/publication/306374119_Trees_crowns_segme ntation_on_the_basis_of_a_digital_surface_model_obtained_from_the_inter polation_of_airborne_laser_scanning_dataBerzal, F. (2017, 01 01). Clústering Jerárquico. (Universidad de Granada) Retrieved from http://elvex.ugr.es/idbis/dm/slides/42%20Clustering%20%20Hierarchical.pdfBhattacharyya, S. (2011, 02). Data mining for credit card fraud: A comparative study. (ScienceDirect) Retrieved from https://www.sciencedirect.com/science/article/pii/S0167923610001326Bouza, C., & Santiago, A. (2014, 10 21). LA MINERÍA DE DATOS: ARBOLES DE DECISIÓN Y SU APLICACIÓN EN ESTUDIOS MÉDICOS. Retrieved from ResearchGate: https://www.researchgate.net/publication/268516570_LA_MINERIA_DE_DA TOS_ARBOLES_DE_DECISION_Y_SU_APLICACION_EN_ESTUDIOS_M EDICOSClifton, C. (2018, 08 01). Data Mining, Computer Science. (Enciclopedia Britannica) Retrieved from https://www.britannica.com/technology/dataminingCrayonData. (2015, 04 1). What is Clustering in Data Mining? Retrieved from http://bigdata-madesimple.com/what-is-clustering-in-data-mining/Dane. (23 de 11 de 2018). Censo nacional de problacion y vivienda: ¿Cuantos Somos? Recuperado el 23 de 11 de 2018, de DANE: https://www.dane.gov.co/index.php/estadisticas-por-tema/demografia-ypoblacion/censo-nacional-de-poblacion-y-vivenda-2018/cuantos-somosEarls, J. (2010, Febrero 26). SQL: Query Language for Relational Databases. (Media College) Retrieved from https://www.mediacollege.com/computer/database/sql.htmlFaggella, D. (2017, Sep 2). What is Machine Learning? (Techemergence) Retrieved from https://www.techemergence.com/what-is-machine-learning/Functional testing. (n.d.). (Software Testing Fundamentals) Retrieved from http://softwaretestingfundamentals.com/functional-testing/Gallagher, S. (2012, 11 14). Built to win: Deep inside Obama’s campaign tech. (Ars Technica) Retrieved from https://arstechnica.com/informationtechnology/2012/11/built-to-win-deep-inside-obamas-campaign-tech/Gaur, P. (2012). Neural Networks in Data Mining. (International Journal of Electronics and Computer Science Engineering) Retrieved from International Journal of Electronics and Computer Science Engineering: http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.640.136&rep=rep 1&type=pdfGibert, K., Sanchez-Marre, M., & Codina, V. (2014, 05 27). Choosing the Right Data Mining Technique: Classification of Methods and Intelligent Recommendation. Retrieved from ReserachGate: https://www.researchgate.net/publication/228609947_Choosing_the_Right_ Data_Mining_Technique_Classification_of_Methods_and_Intelligent_Reco mmendatioGil, P. (2018, Feb 05). What Is Twitter & How Does It Work? (LifeWire) Retrieved from https://www.lifewire.com/what-exactly-is-twitter-2483331Gupta, P. (2017, 05 17). Decision Trees in Machine Learning. 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