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https://ceur-ws.org/Vol-2714/preface.pdf
Hector Florez
Ixent Galpin
Christian Grévisse (Eds.)
ICAI Workshops (ICAIW 2020)
Joint Proceedings of the
– First International Workshop on Applied Artificial
Intelligence (WAAI 2020)
– Second International Workshop on Applied Infor-
matics for Economics, Society and Development
(AIESD 2020)
– Third International Workshop on Data Engineering
and Analytics (WDEA 2020)
– Third International Workshop on Smart and
Sustainable Cities (WSSC 2020)
co-located with the Third International Conference on
Applied Informatics (ICAI 2020)
Editors
Hector Florez
Universidad Distrital Francisco José de Caldas
Bogotá, Colombia
Ixent Galpin
Universidad de Bogotá Jorge Tadeo Lozano
Bogotá, Colombia
Christian Grévisse
Université du Luxembourg
Esch-sur-Alzette, Luxembourg
Copyright © 2020 for the individual papers by the papers’ authors.
Copyright © 2020 for the volume as a collection by its editors.
This volume and its papers are published under the Creative Commons License
Attribution 4.0 International (CC BY 4.0).
Corresponding Editor:
Hector Florez
Universidad Distrital Francisco José de Caldas
Bogotá, Colombia
haflorezf@udistrital.edu.co
Preface
This volume contains the proceedings of the workshops: First International Work-
shop on Applied Artificial Intelligence (WAAI 2020), Second International Work-
shop on Applied Informatics for Economy, Society, and Development (AIESD 2020),
Third International Workshop on Data Engineering and Analytics (WDEA 2020) and
Third International Workshop on Smart and Sustainable Cities (WSSC 2020). These
workshops were co-located with the Third International Conference on Applied In-
formatics (ICAI 2020)1 and held online due to the COVID-19 pandemic, from 29 to
31 October 2020.
First International Workshop on Applied Artificial Intelligence (WAAI 2020). The
workshop on Applied Artificial Intelligence is an annual event intended to be an im-
portant forum of the Artificial Intelligence (AI) community, organized by the GRUPO
GEMIS of the Universidad Tecnológica Nacional Facultad Regional Buenos Aires.
The workshop aims to provide a forum for researchers and AI community members
to discuss and exchange ideas and experiences on diverse topics of AI. It also seeks
to strengthen a space for discussion of innovative ideas as well as development of
emerging technologies and practical experiences related to Artificial Intelligence in
general and each of its technologies in particular. Submissions are invited on both
applications of AI and new tools and foundations.
Second International Workshop on Applied Informatics for Economy, Society,
and Development (AIESD 2020). The workshop on Applied Informatics for Econ-
omy, Society and Development organized by the SAEES Research Group of ABREC
(Ecuador) seeks to promote discussion and dissemination of current economics re-
search, systems for territorial intelligence, e-participation, e-democracy and terri-
torial economic development; with special emphasis on social and environmental
development. The objective of this second edition of AIESD 2020 is to discuss as-
pects related to computer science applied in society. The idea is to learn the different
techniques and tools that are used to study social phenomena, economic growth, the
interaction between economic analysis and decision-making. The workshop seeks to
promote an atmosphere of dialogue among the community of professionals working
on issues related to technology and its application in the economy as well as society.
Third International Workshop on Data Engineering and Analytics (WDEA 2020).
Data has become pervasive. Data Analytics, Data Mining, Data Science, or more
generally the practice of identifying patterns or constructing mathematical models
based on data, is at the heart of most new business models or projects. This, coupled
with what has been termed the Big Data phenomenon, used to describe challenging
scenarios involving either datasets that are too big to be handled using traditional
approaches, datasets with diverse formats and semantics, data streams that need to
be actioned in real time, or a combination of these, has led to a whole new series
of rapidly evolving tools, algorithms and methods which combine data engineer-
ing, computer science, statistics and mathematics. The aim of this workshop is to
present recent results at the intersection of these areas, discussing new methods or
algorithms, or applications including Machine Learning, Databases, optimization or
any type of algorithms which consider managing or obtaining value from data.
1 http://icai.itiud.org/
i
Third International Workshop on Smart and Sustainable Cities (WSSC 2020). The
International Telecommunication Union (ITU) defines a smart sustainable city as “an
innovative city that uses information and communication technologies (ICTs) and
other means to improve quality of life, efficiency of urban operation and services,
and competitiveness, while ensuring that it meets the needs of present and future
generations with respect to economic, social, environmental as well as cultural as-
pects”. The aim of this Workshop is to present recent results in this area, discussing
new methods or algorithms, or applications in different areas including architecture,
culture, tourism, mobility, among others.
The workshops received 26 submissions in total. All submitted papers under-
went a double blind peer review process, where each paper was reviewed by at least
two (2) experts. After a careful discussion, the diverse program committees decided
to accept fifteen research papers overall. This volume includes these papers. These
papers are distributed as follows across the workshops: two papers from WAAI,
seven papers from AIESD, four papers from WDEA, and two papers from WSSC.
We wish to thank the Program Committee members and all additional reviewers
for their efforts.
All the workshops took place on 30 October, 2020. In all of them, each paper
presentation was immediately followed by comments from session chairs and a ple-
nary discussion. We thank all session chairs for their careful preparations and for
triggering the discussions.
October 2020 Hector Florez
Ixent Galpin
Christian Grévisse
ii
Organization
Second International Conference on Applied Informat-
ics (ICAI 2019)
General Chairs
Hector Florez Universidad Distrital Francisco José de Caldas,
Colombia
Sanjay Misra Covenant University, Nigeria
Steering Committee
Jaime Chavarriaga Universidad de los Andes, Colombia
Cesar Diaz OCOX AI, Colombia
Hector Florez Universidad Distrital Francisco José de Caldas,
Colombia
Ixent Galpin Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Olmer García Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Christian Grévisse Université du Luxembourg, Luxembourg
Sanjay Misra Covenant University, Nigeria
Fernando Yepes-Calderon Children’s Hospital Los Angeles, United States
Workshops Committee
Hector Florez Universidad Distrital Francisco José de Caldas,
Colombia
Ixent Galpin Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Christian Grévisse Université du Luxembourg, Luxembourg
iii
First International Workshop on Applied Artificial Intelligence
(WAAI 2020)
Organizing Committee
María Florencia Pollo- Universidad Tecnológica Nacional Facultad
Cattaneo Regional Buenos Aires, Argentina
Hernán D. Merlino Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Program Committee
Rodolfo Bertone Universidad Nacional de La Plata, Argentina
Paola Britos Universidad Nacional de Río Negro, Argentina
Enrique Fernandez Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Alejandro Hossian Universidad Tecnológica Nacional Facultad
Regional del Neuquén, Argentina
Horacio Kuna Universidad Nacional de Misiones, Argentina
Pablo Pytel Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Edgar Serna Instituto Antioqueño de Investigación, Colom-
bia
Cinthia Vegega Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Luciano Straccia Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Walter Legnani Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Second International Workshop on Applied Informatics
for Economics, Society and Development (AIESD 2019)
Organizing Committee
Ruben Rumipamba Corporación Nacional de Telecomunicaciones
CNT E.P., Ecuador
Marcelo Leon Universidad de Huelva, Spain
Karla Rodriguez Asociación de Becarios del Ecuador, Ecuador
iv
Program Committee
Simona Safarikova Palacky University Olomouc, Czech Republic
René Faruk Garzozi Pincay Universidad Estatal Península de Santa Elena,
Ecuador
Anderson Argothy Universidad Tecnica de Ambato, Ecuador
Erika Lucía González Universidad Nacional de Loja, Ecuador
Carrión
Olger Javier Yaulema Zavala Asociación de Becarios del Ecuador, Ecuador
Mireya Serrano Asociación de Becarios del Ecuador, Ecuador
Juan Carlos Pérez Briceño Universidad Técnica de Ambato, Ecuador
Fernando Cando Asociación de Becarios del Ecuador, Ecuador
Henry Morocho Asociación de Becarios del Ecuador, Ecuador
Carlos Eduardo Jijena Michel Universidad Católica Boliviana Tarija, Bolivia
Homero Rodriguez Universidad Laica Eloy Alfaro de Manabi,
Ecuador
Maritza Ruiz Universidad UTE, Ecuador
Raquel Jalil Universidad Autonoma Juan Misael Saracho,
Bolivia
Third International Workshop on Data Engineering and
Analytics (WDEA 2020)
Organizing Committee
Olmer Garcia Bedoya Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Jorge Ivan Romero Gelvez Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Ixent Galpin Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Program Committee
David Acosta Universidad del Norte, Colombia
Henry Carrillo Lindado Genius Sports Group, Colombia
German Castañeda Universidad Estadual de Campinas, Brazil
v
Ricardo Castillo Universidad Militar Nueva Granada, Colombia
Hector Florez Universidad Distrital Francisco José de Caldas,
Colombia
Ixent Galpin Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Olmer Garcia Bedoya Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Mónica García-Melón Universitat Politècnica de València, Spain
Oscar Granados Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Jorge Ivan Romero Gelvez Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Marco Tulio Teran de la Hoz Universidad Sergio Arboleda, Colombia
Giovani Vitor Universidade Federal de Itajubá, Brazil
Sebastian Zapata Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Third International Workshop on Smart and Sustainable
Cities (WSSC 2020)
Organizing Committee
Álvaro Gutiérrez Rodríguez Corporación Universitaria Minuto de Dios,
Colombia
Carlos Alberto Díaz Corporación Universitaria del Meta, Colombia
César Díaz OCOX-AI, Colombia
Jose David López García Corporación Universitaria Minuto de Dios,
Colombia
Laura González Fundación Universitaria del Área Andina,
Colombia
Luis Cobo Universidad Ean, Colombia
Manuel Dávila Parque Científico de Innovación Social, Colom-
bia
Marcelo Herrera Universidad de San Buenaventura, Colombia
María Clara Sánchez Red Universitaria Metropolitana de Bogotá,
Vanegas Colombia
Sandra Acevedo Universidad Nacional Abierta y a Distancia,
Colombia
vi
Program Committee
César Díaz OCOX-AI, Colombia
Laura González Fundación Universitaria del Área Andina,
Colombia
Luis Cobo Universidad Ean, Colombia
Manuel Dávila Parque Científico de Innovación Social, Colom-
bia
Marcelo Herrera Universidad de San Buenaventura, Colombia
María Clara Sánchez Red Universitaria Metropolitana de Bogotá,
Vanegas Colombia
Sandra Acevedo Universidad Nacional Abierta y a Distancia,
Colombia
vii
Table of Contents
First International Workshop on Applied Artificial Intelligence
(WAAI 2020)
Comparative Study of Distance Measures for the Fuzzy C-means 1
and K-means Non-Supervised Methods Applied to Image Seg-
mentation
Martín Vélez-Falconí, Josué Marín, Selena Jiménez and Lorena Guachi-
Guachi
Edge Solution with Machine Learning and Open Data to Interpret 15
Signs for People with Visual Disability
Fabian Velosa and Hector Florez
Second International Workshop on Applied Informatics
for Economy, Society, and Development (AIESD 2020)
A Scrum Implementation Plan by Phases and Oriented by Team 27
Members: A Case Study
Olga L. Calderón-Martínez, Alix E. Rojas and Camilo Mejía-Moncayo
An Immersive Experience in the Virtual 3D VirBELA Environment 42
for Leadership Development in Undergraduate Students during
the COVID-19 Quarantine
Carlos Eduardo Mora-Beltrán, Alix E. Rojas and Camilo Mejía-Moncayo
Analysis of the Conservation Model of Territorial Forest and Veg- 53
etation Protection in Azuay, Ecuador
Marcelo Leon, Maribel Alomoto and María de la O Barroso
Drilling and Completion Material Management Improvement by 66
Stochastic Modelling
Carlos Felipe Acevedo-Gutierrez, Gabriel Villalobos-Camargo and Jorge
Ivan Romero-Gelvez
viii
How to Measure the Performance of a Smart City 77
Teresa Guarda, Isabel Lopes, Pedro Oliveira, Maria Isabel Ribeiro and
António José Fernandes
The Impact of Virtual Platforms in the Field of the Knowledge and 87
Information Society as a Learning Resource
Erika Lucía Gonzalez-Carrión, María Lorena Muñoz-Vallejo and Johnny
Héctor Sánchez-Landín
The Mataquí, Pimampiro River Micro Watershed Management Ex- 99
perience and its Problems Towards Sustainability
Fausto Calderón-Pineda, René Garzozi-Pincay, Yamel Garzozi-Pincay,
Roxana Álvarez-Acosta and Concepción Espinosa-Manosalvas
Third International Workshop on Data Engineering and
Analytics (WDEA 2020)
Demand Forecasting for Inventory Management using Limited 111
Data Sets: A Case Study from the Oil Industry
Jorge Ivan Romero-Gelvez, Esteban Felipe Villamizar, Olmer Garcia-
Bedoya and Jorge Aurelio Herrera-Cuartas
Forecasting Credit Card Attrition using Machine Learning Models 120
Carlos Alvaro Rico-Poveda and Ixent Galpin
Precision Agriculture Technology Evaluation using Combined 135
AHP and GRA for Data Acquisition in Apiculture
Jorge Ivan Romero-Gelvez, Sandra Viviana Beltrán-Fernández, Andres Ju-
lian Aristizabal, Sebastian Zapata and Monica Castañeda
Time Series Models for the Colombian TRM Exchange Rate 146
Luis Giraldo-Alvarado and Javier Riascos-Ochoa
ix
Third International Workshop on Smart and Sustainable
Cities (WSSC 2020)
A Quality Evaluation of Wastewater in Quito’s Metropolitan Area 159
for Environmental Sustainability
Marcelo Leon, Raquel Ibarra and María de la O Barroso
Towards the Construction of a Smart City Model in Bogotá 176
María Clara Sánchez-Vanegas, Manuel Dávila, Álvaro Gutiérrez, José
David López, Laura González, Luis Cobo and César O. Díaz
x