Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)Dianalin, NemePimienta Rosero, Camilo Francisco2021-02-262021-02-262020-05-21http://repositorio.uan.edu.co/handle/123456789/1981PropiaOne of the problems that cities face is the citizen insecurity. So, in order to improve this aspect, this project is software that processes maps information about delinquency, for predicting and undestanding behaviours in this context; through the use of machine learnning models in a distributed environment, achieving for this purpose scalability in the processing phase, as for future usesUno de los problemas que enfrentan las ciudades es la inseguridad ciudadana. Para mejorar este aspecto, este proyecto es un software procesa información de mapas sobre delincuencia para predecir y comportamientos sobresalientes en este contexto, a través del uso de modelos de machine learning en un entorno distribuido, logrando escalabilidad en la fase de procesamiento, para usos futuros.spaAcceso abiertoDelincuencia ciudadanaTrabajo de grado (Pregrado y/o Especialización)Citizen deliquencyinfo:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Bass, L., Clements, P., & Kazman, R. (2003). Software architecture in practice. Addison-Wesley Professional.Beck, K. (1999). Extreme programming explained: embrace change.Cover, T., & Hart, P. (1967). Nearest neighbor pattern classification. IEEE transactions on information theory, 13(1), 21–27.Creswell, J. W. (1994). Research design: Qualitative & quantitative approaches. Sage Publications, Inc.Fowler, M. (2002). Patterns of enterprise application architecture. Addison-Wesley Longman Publishing Co., Inc.Huang, Z. (1998). Extensions to the k-means algorithm for clustering large data sets with categorical values. Data mining and knowledge discovery, 2(3), 283–304.Inseguridad en bogotá: ¿aumentó el delito o cambió la forma de medirlo? (n.d.). https://www.semana.com/nacion/articulo/ cifras-del-delito-en-bogota-2018/564737. (Accessed: 2019-05-10)ISO, I. E. C. (2008). ISO/IEC 25020: Software product Quality Requeriments and Evaluations(SQuaRE) - Measurement reference model and guide. International Organization for Standardization.James, G., Witten, D., Hastie, T., & Tibshirani, R. (2013). An introduction to statistical learning (Vol. 112). SpringerKodinariya, T. M., & Makwana, P. R. (2013). Review on determining number of cluster in k-means clustering. International Journal, 1(6), 90–95.Mason, H. (2010). Dataists: A taxonomy of data science. Retrieved 2019-05-10, from http://www.dataists.com/tag/osemn/Page-Jones, M. (1988). The practical guide structured systems design. Prentice-Hall,.Sommerville, I. (2005). Ingeniería del software. Pearson Educación.instname:Universidad Antonio Nariñoreponame:Repositorio Institucional UANrepourl:https://repositorio.uan.edu.co/