A Representation Based on Essence for the CRISP-DM Methodology

Authors

  • Claudia Elena Durango Vanegas Universidad de San Buenaventura
  • Juan Camilo Giraldo Mejía Tecnológico de Antioquía Institución
  • Fabio Alberto Vargas Agudelo Tecnológico de Antioquía Institución
  • Dario Enrique Soto Duran Tecnológico de Antioquía Institución

DOI:

https://doi.org/10.13053/cys-27-3-3446

Keywords:

CRISP-DM methodology, data mining, representation model, essence

Abstract

CRoss Industry Standard Process for Data Mining (CRISP-DM) is a data mining project development methodology that establishes tasks and levels of abstraction, hierarchically structured to facilitate its implementation through a set of actions that help in making decisions. Essence is a theory that helps identify best practices and essential, common, and universal elements to all endeavor in the software development cycle. In the literature, there are different models of representation of the CRISP-DM methodology, such as verbal model, conceptual model, process understanding model, and ontology. However, it considered that these representation models lack the incorporation of some elements, such as, activities, work products, and roles of the CRISP-DM methodology. In this paper we propose a representation based on Essence of the CRISP-DM methodology, incorporating the essential elements that we believe are missing from existing representations. With the representation in Essence that is proposed, the aim is to improve the understanding of best practices and the essential, common, and universal elements of the CRISP-DM methodology for future implementations in data mining projects. In addition, it seeks to validate that Essence can be used in different of data mining projects.

Author Biographies

Claudia Elena Durango Vanegas, Universidad de San Buenaventura

Facultad de Ingeniería

Juan Camilo Giraldo Mejía, Tecnológico de Antioquía Institución

Facultad de Ingeniería

Fabio Alberto Vargas Agudelo, Tecnológico de Antioquía Institución

Facultad de Ingeniería

Dario Enrique Soto Duran, Tecnológico de Antioquía Institución

Facultad de Ingeniería

Downloads

Published

2023-09-25

Issue

Vol. 27 No. 3 (2023): 27(3) 2023

Section

Articles

License 

Hereby I transfer exclusively to the Journal "Computación y 
Sistemas", published by the Computing Research Center (CIC-IPN),
the Copyright of the aforementioned paper. I also accept that these 
rights will not be transferred to any other publication, in any other 
format, language or other existing means of developing.
I certify that the paper has not been previously disclosed or simultaneo
usly submitted to any other publication, and that it does not contain 
material whose publication would violate the Copyright or other 
proprietary rights of any person, company or institution. I certify that 
I have the permission from the institution or company where I work or 
study to publish this work.
The representative author accepts the responsibility for the publication
of this paper on behalf of each and every one of the authors. 
This transfer is subject to the following conditions:
  • The authors retain all ownership rights (such as patent rights) of this work, except for the publishing rights transferred to the CIC, through this document.
  • Authors retain the right to publish the work in whole or in part in any book they are the authors or publishers. They can also make use of this work in conferences, courses, personal web pages, and so on.
  • Authors may include working as part of his thesis, for non-profit distribution only.