Big Data analysis in Machine Learning for strategic planning of resilient supply chains
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Abstract
This paper aims to describe the temporal changes in the processing of information from the simple compilation in the past to require a detailed categorization and analysis today as a method of support in decision making. The phenomenon that is developed below is the examination of Big Data in which, for a better understanding, some of the basic concepts that integrate it and its operability are exposed, as well as some of the analytical techniques commonly used according to the purpose pursued, Likewise, the usefulness of the applications in everyday life is highlighted, emphasizing in the organizational environment, mainly in supply chains, the ability to respond quickly to disruptive events, since the constantly changing environment forces companies to implement strategies that allow an immediate response to risks and opportunities through the use of contemporary technologies that reduce the adverse effects. By detailing key concepts, understanding how Big Data works in Machine Learning and applications, the structure of a model for supply chains is detailed, which will allow us to consider the importance of adopting these practices.
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References
Ahmed Oussous, F. (2018). Big Data Technologies: a survey. Journal of King Saud University-Computer and Information Sciences.
Escuela de Postgrado de la Universidad Católica San Pablo. (2023). Big data: definición, tipos, características y beneficios. Available at: https://postgrado.ucsp.edu.pe/articulos/que-es-big-data/. Accessed: August 20th, 2023.
Espino, C. (2017). Análisis predictivo: técnicas y modelos utilizados y aplicaciones del mismo-herramientas Open Source que permiten su uso. Trabajo de fin de grado, Universitat Oberta de Catalunya, Barcelona, España.
González-Iglesias, R. (2015). Herramientas para el BigData y Machine Learning. Trabajo de fin de Grado en Estadística, Facultad de Ciencias, Universidad de Valladolid, España.
IBM. (2023). ¿Qué es Business Intelligence?. Available at: https://www.ibm.com/mx-es/topics/business-intelligence. Accessed: August 20th, 2023.
IBM (2023). ¿Qué es Machine Learning?. Available at: https://www.ibm.com/mx-es/analytics/machine-learning. Accessed: August 18th, 2023.
Information Technology Gartner Glossary. (2023). Advanced Analytics. Available at: https://www.gartner.com/en/information-technology/glossary/advanced-analytics. Accessed: August 20th, 2023.
Kacfah Emani, C., Cullot, N. & Nic, C. (2015). Comprensible Big Data: una encuesta. ELSEVIER.
Martín-Romero, A. (2020). Big Data. Técnicas de machine learning para la creación de modelos predictivos para empresas. Trabajo fin de carrera, Facultad Ciencias Económicas y Empresariales, Universidad Pontificia, Madrid, España.
Oracle. (2023). ¿Qué es un almacén de datos?. Available at: https://www.oracle.com/mx/database/what-is-a-data-warehouse. Accessed: August 19th, 2023.
Oxford Economics. (2023). Construir visibilidad con planificación de la cadena de suministro. Oxford Economics. https://www.sap.com/latinamerica/products/scm/integrated-business-planning.html?pdf-asset=54f5ef1e-7e7e-0010-bca6-c68f7e60039b&page=1&ut=L2xhdGluYW1lcmljYS9kb2N1bWVudHMvMjAyMy8wNy81NGY1ZWYxZS03ZTdlLTAwMTAtYmNhNi1jNjhmN2U2MDAzOWI%3D&client_id=c5cc1c92-3bbd-11ee-9161-29f9e888fde7
Roa, S. & Loaiza, H. (2011). Evaluación de técnicas para el análisis de relevancia basadas en filtros sobre imágenes radiológicas. En Revista Ingeniería Biomédica.
Rouhiainen, L. (2018). Inteligencia Artificial. 101 cosas que debes saber hoy sobre nuestro futuro. Editorial Alienta, España.
Sansores, J. (2020). Big Data: Conceptos Básicos, Tecnologías y Aplicaciones. Trabajo monográfico para obtener el grado. División de Ciencias e Ingeniería, Universidad de Quintana Roo.
SAP (2023). Key Supply Chain Issues, Explained. Available at: https://www.sap.com/latinamerica/insights/viewpoints/key-supply-chain-issues-tech-strategies.html . Accessed: August 19th, 2023.
SAP (2023). ¿Qué es machine learning?. Available at: https://www.sap.com/latinamerica/products/artificial-intelligence/what-is-machine-learning.html . Accessed: August 18th, 2023.
SAP (2023). ¿Qué es una cadena de suministro resiliente? Available at: https://www.sap.com/latinamerica/products/scm/integrated-business-planning/what-is-a-resilient-supply-chain.html#:~:text=Las%20cadenas%20de%20suministro%20m%C3%A1s,que%20surja%20en%20el%20futuro . Accessed: August 18th, 2023.
Watson, H. (2014). Big Data Analytics: conceptos, tecnologías y aplicaciones. En Comunicaciones de la Asociación de Sistemas de Información.