Early warning system based on data mining to identify crime patterns

The analysis of criminal information is critical for the purpose of preventing the occurrence of offenses, so the crime records committed in the past are analyzed including perpetrators. The main objective was to identify crime patterns in the city of Bogota, Colombia, supported using Early Warning...

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Autores:
Viloria Silva, Amelec Jesus
Palacio de la Cruz, Stefany
Hernández Ureche, Jannys
Garcia Tamayo, Diana Marcela
Neira Molina, Harold Roberto
Hernandez P, Hugo
Martinez Ventura, Jairo Luis
Romero, Ligia
Tipo de recurso:
http://purl.org/coar/resource_type/c_816b
Fecha de publicación:
2019
Institución:
Corporación Universidad de la Costa
Repositorio:
REDICUC - Repositorio CUC
Idioma:
eng
OAI Identifier:
oai:repositorio.cuc.edu.co:11323/5230
Acceso en línea:
https://hdl.handle.net/11323/5230
https://repositorio.cuc.edu.co/
Palabra clave:
Criminal patterns
Early warning
Data mining
Data ouping
Rights
openAccess
License
Attribution-NonCommercial-ShareAlike 4.0 International
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repository_id_str
dc.title.spa.fl_str_mv Early warning system based on data mining to identify crime patterns
title Early warning system based on data mining to identify crime patterns
spellingShingle Early warning system based on data mining to identify crime patterns
Criminal patterns
Early warning
Data mining
Data ouping
title_short Early warning system based on data mining to identify crime patterns
title_full Early warning system based on data mining to identify crime patterns
title_fullStr Early warning system based on data mining to identify crime patterns
title_full_unstemmed Early warning system based on data mining to identify crime patterns
title_sort Early warning system based on data mining to identify crime patterns
dc.creator.fl_str_mv Viloria Silva, Amelec Jesus
Palacio de la Cruz, Stefany
Hernández Ureche, Jannys
Garcia Tamayo, Diana Marcela
Neira Molina, Harold Roberto
Hernandez P, Hugo
Martinez Ventura, Jairo Luis
Romero, Ligia
dc.contributor.author.spa.fl_str_mv Viloria Silva, Amelec Jesus
Palacio de la Cruz, Stefany
Hernández Ureche, Jannys
Garcia Tamayo, Diana Marcela
Neira Molina, Harold Roberto
Hernandez P, Hugo
Martinez Ventura, Jairo Luis
Romero, Ligia
dc.subject.spa.fl_str_mv Criminal patterns
Early warning
Data mining
Data ouping
topic Criminal patterns
Early warning
Data mining
Data ouping
description The analysis of criminal information is critical for the purpose of preventing the occurrence of offenses, so the crime records committed in the past are analyzed including perpetrators. The main objective was to identify crime patterns in the city of Bogota, Colombia, supported using Early Warning System based on data mining (CRISP-DM method). The research results show the identification of 12 different criminal profiles demonstrating that the Early Warning System is applicable since it managed to significantly reduce the time devoted to the processes of registering complaints and searching for criminal profiles.
publishDate 2019
dc.date.accessioned.none.fl_str_mv 2019-08-31T03:11:58Z
dc.date.available.none.fl_str_mv 2019-08-31T03:11:58Z
dc.date.issued.none.fl_str_mv 2019-07-26
dc.type.spa.fl_str_mv Pre-Publicación
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dc.identifier.instname.spa.fl_str_mv Corporación Universidad de la Costa
dc.identifier.reponame.spa.fl_str_mv REDICUC - Repositorio CUC
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identifier_str_mv 1865-0929
Corporación Universidad de la Costa
REDICUC - Repositorio CUC
url https://hdl.handle.net/11323/5230
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dc.language.iso.none.fl_str_mv eng
language eng
dc.relation.ispartof.spa.fl_str_mv https://doi.org/10.1007/978-981-32-9563-6_27
dc.relation.references.spa.fl_str_mv 1. Green, W.J.: A History of Political Murder in Latin America: Killing the Messengers of Change. State University of New York Press, Albany (2015) 2. Jaramillo, J., Meisel, A., Ramírez, M.T.: More than 100 years of improvements in living standards: the case of Colombia. Cliometrica, October 2018. Online First 3. Karl, R.A.: Forgotten Peace: Reform, Violence, and the Making of Contemporary Colombia. University of California Press, Oakland (2017) 4. Roskin, M.G.: Crime and politics in Colombia: considerations for US Involvement. Parameters: US Army War Coll. Q. 34(1), 126–134 (2001) 5. Santos Calderón, E.: El país que me tocó (Memorias). Penguin Random House Grupo Editorial (2018) 6. Calderón, M., Marconi, S.: Santuarios de la memoria: historias para la no repetición. Relatos de actos humanitarios en la vereda Beltrán y el municipio de Marsella, Risaralda (Tesis de Pregrado). Universidad Santo Tomás, Bogotá (2017) 7. Martínez, L.: Violencia y desplazamiento: Hacía una interpretación de carácter regional y local. El caso de Risaralda y su capital Pereira, en Revista Estudios Fronterizos, vol. 7, no. 14, julio–diciembre 2006 8. Martínez, S.: Núcleos urbanos y de frontera en el Centro Occidente Colombiano. Un proyecto de institucionalización del Estado Nación en el siglo XIX, en Americanía. Revista de Estudios Latinoamericanos. Nueva Época, no. 3, enero–junio 2016 9. Núñez, M.: Contexto de violencia y conflicto armado, Monografía Político Electoral del Departamento de Risaralda, 1997–2007. Misión de Observación Electoral, Corporación Nuevo Arcoiris, CERAC, Universidad de los Andes, Bogotá (2017) 10. Ovalle, L.: Memoria y codificación del dolor. Muertes violentas y desapariciones forzosas asociadas al narcotráfico en Baja California, en Revista de Estudios Fronterizos (2010) 11. Palacios, M.: Violencia púbica en Colombia 1958–2010. Fondo de Cultura Económica, Bogotá (2012) 12. Huber, S., Seiger, R., Kuhnert, A., Theodorou, V., Schlegel, T.: Goal-based semantic queries for dynamic processes in the Internet of Things. Int. J. Semant. Comput. 10(2), 269 (2016) 13. Wirth, R., Hipp, J.: CRISP-DM: towards a standard process model for data mining. In: Proceedings of the 4th International Conference on the Practical Applications of Knowledge Discovery and Data Mining, pp. 29–39 (2000) 14. Merchan-Rojas, L.: Conducta Criminal: una Perspectiva Psicológica Basada en la Evidencia. Acta Colombiana De PsicologíA 22(1), 296–299 (2019) 15. Azevedo, A.I.R.L., Santos, M.F.: KDD, SEMMA CRISP-DM: a parallel overview. IADSDM (2008) 16. Vásquez, C., et al.: Cluster of the Latin American universities top100 according to webometrics 2017. In: Tan, Y., Shi, Y., Tang, Q. (eds.) DMBD 2018. LNCS, vol. 10943, pp. 276–283. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-93803-5_26 17. Viloria, A., Mercedes, G.-A.: Statistical adjustment module advanced optimizer planner and sap generated the case of a food production company. Indian J. Sci. Technol. 9(47), 1–5 (2016) 18. Varela, I.N., Cabrera, H.R., Lopez, C.G., Viloria, A., Gaitán, A.M., Henry, M.A.: Methodology for the reduction and integration of data in the performance measurement of industries cement plants. In: Tan, Y., Shi, Y., Tang, Q. (eds.) DMBD 2018. LNCS, vol. 10943, pp. 33–42. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-93803-5_4
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spelling Viloria Silva, Amelec JesusPalacio de la Cruz, StefanyHernández Ureche, JannysGarcia Tamayo, Diana MarcelaNeira Molina, Harold RobertoHernandez P, HugoMartinez Ventura, Jairo LuisRomero, Ligia2019-08-31T03:11:58Z2019-08-31T03:11:58Z2019-07-261865-0929https://hdl.handle.net/11323/5230Corporación Universidad de la CostaREDICUC - Repositorio CUChttps://repositorio.cuc.edu.co/The analysis of criminal information is critical for the purpose of preventing the occurrence of offenses, so the crime records committed in the past are analyzed including perpetrators. The main objective was to identify crime patterns in the city of Bogota, Colombia, supported using Early Warning System based on data mining (CRISP-DM method). The research results show the identification of 12 different criminal profiles demonstrating that the Early Warning System is applicable since it managed to significantly reduce the time devoted to the processes of registering complaints and searching for criminal profiles.Universidad Peruana de Ciencias Aplicadas, Universidad de la Costa, Corporación Universitaria Latinoamericana.Viloria Silva, Amelec JesusPalacio de la Cruz, StefanyHernández Ureche, JannysGarcia Tamayo, Diana MarcelaNeira Molina, Harold RobertoHernandez P, HugoMartinez Ventura, Jairo LuisRomero, LigiaengCommunications in Computer and Information Sciencehttps://doi.org/10.1007/978-981-32-9563-6_271. Green, W.J.: A History of Political Murder in Latin America: Killing the Messengers of Change. State University of New York Press, Albany (2015) 2. Jaramillo, J., Meisel, A., Ramírez, M.T.: More than 100 years of improvements in living standards: the case of Colombia. Cliometrica, October 2018. Online First 3. Karl, R.A.: Forgotten Peace: Reform, Violence, and the Making of Contemporary Colombia. University of California Press, Oakland (2017) 4. Roskin, M.G.: Crime and politics in Colombia: considerations for US Involvement. Parameters: US Army War Coll. Q. 34(1), 126–134 (2001) 5. Santos Calderón, E.: El país que me tocó (Memorias). Penguin Random House Grupo Editorial (2018) 6. Calderón, M., Marconi, S.: Santuarios de la memoria: historias para la no repetición. Relatos de actos humanitarios en la vereda Beltrán y el municipio de Marsella, Risaralda (Tesis de Pregrado). Universidad Santo Tomás, Bogotá (2017) 7. Martínez, L.: Violencia y desplazamiento: Hacía una interpretación de carácter regional y local. El caso de Risaralda y su capital Pereira, en Revista Estudios Fronterizos, vol. 7, no. 14, julio–diciembre 2006 8. Martínez, S.: Núcleos urbanos y de frontera en el Centro Occidente Colombiano. Un proyecto de institucionalización del Estado Nación en el siglo XIX, en Americanía. Revista de Estudios Latinoamericanos. Nueva Época, no. 3, enero–junio 2016 9. Núñez, M.: Contexto de violencia y conflicto armado, Monografía Político Electoral del Departamento de Risaralda, 1997–2007. Misión de Observación Electoral, Corporación Nuevo Arcoiris, CERAC, Universidad de los Andes, Bogotá (2017) 10. Ovalle, L.: Memoria y codificación del dolor. Muertes violentas y desapariciones forzosas asociadas al narcotráfico en Baja California, en Revista de Estudios Fronterizos (2010) 11. Palacios, M.: Violencia púbica en Colombia 1958–2010. Fondo de Cultura Económica, Bogotá (2012) 12. Huber, S., Seiger, R., Kuhnert, A., Theodorou, V., Schlegel, T.: Goal-based semantic queries for dynamic processes in the Internet of Things. Int. J. Semant. Comput. 10(2), 269 (2016) 13. Wirth, R., Hipp, J.: CRISP-DM: towards a standard process model for data mining. In: Proceedings of the 4th International Conference on the Practical Applications of Knowledge Discovery and Data Mining, pp. 29–39 (2000) 14. Merchan-Rojas, L.: Conducta Criminal: una Perspectiva Psicológica Basada en la Evidencia. Acta Colombiana De PsicologíA 22(1), 296–299 (2019) 15. Azevedo, A.I.R.L., Santos, M.F.: KDD, SEMMA CRISP-DM: a parallel overview. IADSDM (2008) 16. Vásquez, C., et al.: Cluster of the Latin American universities top100 according to webometrics 2017. In: Tan, Y., Shi, Y., Tang, Q. (eds.) DMBD 2018. LNCS, vol. 10943, pp. 276–283. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-93803-5_26 17. Viloria, A., Mercedes, G.-A.: Statistical adjustment module advanced optimizer planner and sap generated the case of a food production company. Indian J. Sci. Technol. 9(47), 1–5 (2016) 18. Varela, I.N., Cabrera, H.R., Lopez, C.G., Viloria, A., Gaitán, A.M., Henry, M.A.: Methodology for the reduction and integration of data in the performance measurement of industries cement plants. In: Tan, Y., Shi, Y., Tang, Q. (eds.) DMBD 2018. LNCS, vol. 10943, pp. 33–42. 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