Abstract
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.
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References
Green, W.J.: A History of Political Murder in Latin America: Killing the Messengers of Change. State University of New York Press, Albany (2015)
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
Karl, R.A.: Forgotten Peace: Reform, Violence, and the Making of Contemporary Colombia. University of California Press, Oakland (2017)
Roskin, M.G.: Crime and politics in Colombia: considerations for US Involvement. Parameters: US Army War Coll. Q. 34(1), 126–134 (2001)
Santos Calderón, E.: El país que me tocó (Memorias). Penguin Random House Grupo Editorial (2018)
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)
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
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
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)
Ovalle, L.: Memoria y codificación del dolor. Muertes violentas y desapariciones forzosas asociadas al narcotráfico en Baja California, en Revista de Estudios Fronterizos (2010)
Palacios, M.: Violencia púbica en Colombia 1958–2010. Fondo de Cultura Económica, Bogotá (2012)
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)
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)
Merchan-Rojas, L.: Conducta Criminal: una Perspectiva Psicológica Basada en la Evidencia. Acta Colombiana De PsicologíA 22(1), 296–299 (2019)
Azevedo, A.I.R.L., Santos, M.F.: KDD, SEMMA CRISP-DM: a parallel overview. IADS-DM (2008)
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
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)
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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Silva, J. et al. (2019). Early Warning System Based on Data Mining to Identify Crime Patterns. In: Tan, Y., Shi, Y. (eds) Data Mining and Big Data. DMBD 2019. Communications in Computer and Information Science, vol 1071. Springer, Singapore. https://doi.org/10.1007/978-981-32-9563-6_27
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DOI: https://doi.org/10.1007/978-981-32-9563-6_27
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