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Facultad de Ciencias Administrativas. Universidad Laica Eloy Alfaro de Manabí. Manta, Ecuador.
https://revistas.uleam.edu.ec/index.php/business_science
Licencia de Creative Commons (http://creativecommons.org/licenses/by-nc-sa/4.0)
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go through special cleaning processes and which are given in this study a denomination of "pure". Thus, once
the nodes are obtained, they are classified based on the recursive calculations of entropy and information gain
to achieve a robust structure that makes decisions for any data entered in a given case study.
Keywords
Entropy, Classification, Data Cleaning, BI, Decision Trees.
INTRODUCCIÓN
“La inteligencia de negocios, es un enfoque estratégico para orientar sistemáticamente el seguimiento, la
comunicación y la transformación relacionada al débil conocimiento de la información procesable en la cual se
basa la toma de decisiones” (Kamel y Samia, 2002). En la época pasada los Data Warehouse (DW) han sido
ampliamente adoptados en los negocios, proveían análisis multidimensional con muchos datos históricos del
negocio, ayudando a crear nuevas decisiones. “Sin embargo, en el 20% de las empresas se encuentran los datos
numéricos y el otro 80% están escondidos en NO numéricos y hay que recuperarlos para realizar un análisis
más completo de Business Intelligence” (Tseng & H,, 2006).
“Las recomendaciones para implementar un proyecto de Inteligencia de Negocios basado en un DW, debe
analizarse desde diferentes aspectos: Económico (Costos cuantificables e intangibles), Social (Ambiente
organizacional, Apoyo, Aspectos Administrativos, Compromiso), y Técnico (Infraestructura, Metodologías)”.
(Villalon, 2006). Cada organización maneja la Inteligencia de Negocios de acuerdo a las exigencias de la misma.
Es aquí, que se ve la necesidad de crear una metodología en cuanto al proceso ETC para empezar a definir
estándares, ya que los softwares que existen actualmente en el mercado no necesariamente ofrecen las mejores
alternativas. “En el año 2003 ya se decía que la demanda de Sistemas de Inteligencia de Negocios estaba
creciendo, pero la producción de software en general caminaba más lento” (Negash, 2004). De esta manera otro
autor considera que “la investigación y la gestión del conocimiento es una idea básica, por lo que el
conocimiento que se genere esté compartido a la comunidad” (Krogh & von, 2002).
El crecimiento en los servicios de consultoría de Reingeniería de Procesos de Negocio (BPR) ha llevado a
una proliferación de métodos para conducir BPR. Se han hecho investigaciones revisando Métodos, Técnicas
y Herramientas (MTTs), y en base a encuestas exhaustivas de estas técnicas de uso común de BPR, se forma
una base de conocimientos para mejorar la práctica de cambio de procesos empresariales y proporciona una
base para la investigación BPR futuro (Kettinger, Teng, & Subashish, 1997).
“Tomar mejores decisiones más rápido, convertir datos en información, y usar nuevo conocimiento para las
empresas es actualmente una ventaja competitiva” (Calzada & Abreu, 2009). “La Inteligencia de Negocios se
puede definir como el cúmulo de modelos matemáticos y metodologías de análisis que explotan los datos
disponibles para generar información y conocimientos útiles para los complejos procesos de toma de
decisiones” (García, 2012).
Debido a la importancia de esta definición en el estudio se consideran algunos autores más que indican:
“Inteligencia de Negocio es un concepto que “integra como solución el almacenamiento y procesamiento de
enormes cantidades de datos e información para transformarla en conocimiento y decisiones en tiempo real a
través de una fácil explotación” (Salinas La Rosa, 2010); también indica que: “BI es un término que engloba
las aplicaciones, infraestructura, plataformas, herramientas y mejores prácticas que permiten acceder y analizar
la información para optimizar las decisiones y gestionar el rendimiento empresarial”.
Uno de los criterios es que: “Se entiende por Inteligencia de Negocios al conjunto de metodologías,
aplicaciones, prácticas y capacidades enfocadas a la creación y administración de información que permite
tomar mejores decisiones a los usuarios de una organización” (Díaz, 2012).
Desde otro punto de vista se considera la siguiente definición, que asevera: “La inteligencia empresarial es
una categoría de aplicaciones y tecnologías para recopilar, proporcionar acceso y analizar datos con el fin de
ayudar a los usuarios empresariales a tomar mejores decisiones” (Ranjan, 2009).