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https://ceur-ws.org/Vol-3282/preface.pdf
Hector Florez
Ixent Galpin
Christian Grévisse (Eds.)
ICAI Workshops (ICAIW 2022)
Joint Proceedings of the
– 3rd International Workshop on Applied Artificial
Intelligence (WAAI 2022)
– 4th International Workshop on Applied Informat-
ics for Economics, Society and Development (AIESD
2022)
– 5th International Workshop on Data Engineering and
Analytics (WDEA 2022)
– 1st International Workshop on Intelligent Trans-
portation Systems and Smart Mobility Technology
(WITS 2022)
– 2nd International Workshop on Knowledge Manage-
ment and Information Technologies (WKMIT 2022)
– 1st International Workshop on Systems Modeling
(WSM)
co-located with the 5th International Conference on
Applied Informatics (ICAI 2022)
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 © 2022 for the individual papers by the papers’ authors.
Copyright © 2022 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: 3rd International Work-
shop on Applied Artificial Intelligence (WAAI 2022), 4th International Workshop
on Applied Informatics for Economy, Society, and Development (AIESD 2022), 5th
International Workshop on Data Engineering and Analytics (WDEA 2022), 1st Inter-
national Workshop on Intelligent Transportation Systems and Smart Mobility Tech-
nology (WITS 2022), 2nd International Workshop on Knowledge Management and
Information Technologies (WKMIT 2022), and 1st International Workshop on Sys-
tems Modeling (WSM 2022). These workshops were co-located with the 5th Inter-
national Conference on Applied Informatics (ICAI 2022)1 which took place at the
Universidad Continental in Arequipa, Perú, from 27 to 29 October 2022.
3rd International Workshop on Applied Artificial Intelligence (WAAI 2022). 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.
4th International Workshop on Applied Informatics for Economy, Society, and
Development (AIESD 2022). The workshop on Applied Informatics for Economy,
Society and Development organized by the Universidad Ecotec (Ecuador) seeks to
promote discussion and dissemination of current economics research, systems for
territorial intelligence, e- participation, e-democracy and territorial economic devel-
opment; with special emphasis on social and environmental development. The ob-
jective of this 4th edition of AIESD 2022 is to discuss aspects 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 atmo-
sphere of dialogue among the community of professionals working on issues related
to technology and its application in the economy as well as society.
5th International Workshop on Data Engineering and Analytics (WDEA 2022).
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
1 http://icai.itiud.org/
i
algorithms, or applications including Machine Learning, Databases, optimization or
any type of algorithms which consider managing or obtaining value from data.
1st International Workshop on Intelligent Transportation Systems and Smart Mo-
bility Technology (WITS 2022). The digital transformation of traffic monitoring
systems has led to an increased interest from the academic community, govern-
ments and the general public on the concept of smart mobility, consisting of the
optimized use of transport networks through the automated analysis of traffic data
and, especially, the implementation of intelligent transportation systems. This type
of technology focuses on optimizing how people travel, decreasing traffic conges-
tion, improving road safety, and enhancing governmental decision-making during
the construction or expansion of infrastructure. The International Workshop on In-
telligent Transportation Systems and Smart Mobility Technology (WITS), part of the
International Conference on Applied Informatics (ICAI), is an annual event orga-
nized by Universidad Antonio Nariño in Bogotá, Colombia, and intended to be an
important forum for the discussion and dissemination of contemporary research on
the study and design of software providing integrated information in order to al-
low drivers, commuters and pedestrians to make a safer and more coordinated use
of urban transport networks. Participants in the workshop will find a space for the
exchange of innovative ideas and practical experiences on the use of this type of
technology as well as for the establishment of collaborative networks. The work-
shop welcomes submissions on both practical and theoretical proposals on ITSs and
related technological solutions.
2nd International Workshop on Knowledge Management and Information Tech-
nologies (WKMIT 2022)). The workshop on Knowledge Management and Infor-
mation Technologies is an annual event intended to be an important forum of the
Knowledge Management (KM) community, organized by the GRUPO GEMIS of the
Universidad Tecnológica Nacional Facultad Regional Buenos Aires. The knowledge
is a strategic resource to obtain better results in the organizations and its manage-
ment promotes continuous improvement practices and innovation. A complete and
integral knowledge management requires an approach from different perspectives:
people, organizational culture, processes, tools and technologies, among others. The
workshop aims at providing a forum for researchers and KM community members
to discuss and exchange ideas and experiences on diverse topics of KM. It also seeks
to strengthen a space for discussion of innovative ideas, development of emerging
technologies and practical experiences related to Knowledge Management in general
and each of its technologies in particular.
1st International Workshop on Systems Modeling (WSM 2022) The International
Workshop on Systems Modeling (WSM) aims to bring together researchers and prac-
titioners working in different areas of systems modeling to provide an opportunity
for the modeling community to further advance the foundations of modeling and
modeling in emerging areas.
The workshops received 44 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 twenty-four research papers overall. This volume contains these papers.
These papers are distributed across the workshops as follows:
ii
– Five submissions received for WAAI, of which three were accepted;
– Twenty-four submissions received for AIESD, of which fourteen were accepted;
– Two submissions received for WDEA, both of which were accepted;
– Three submissions received for WITS, of which one was accepted;
– Five papers received for WKMIT, of which two were accepted;
– Five papers received for WSM, of which two were accepted.
We wish to thank the Program Committee members and all additional reviewers for
their efforts.
All the workshops took place on 27 October 2022. 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 insightful discussions.
October 2022 Hector Florez
Ixent Galpin
Christian Grévisse
iii
Organization
4th International Conference on Applied Informatics (ICAI
2022)
General Chairs
Hector Florez Universidad Distrital Francisco José de Caldas,
Colombia
Henry Gomez Universidad Continental, Peru
Steering Committee
Jaime Chavarriaga Universidad de los Andes, Colombia
César Díaz Universidad ECCI, Colombia
Hector Florez Universidad Distrital Francisco José de Caldas,
Colombia
Ixent Galpin Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Olmer García-Bedoya Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Christian Grévisse Université du Luxembourg, Luxembourg
Sanjay Misra Høgskolen i Østfold, Norway
Ma Florencia Pollo-Cattaneo Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
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
iv
3rd International Workshop on Applied Artificial
Intelligence (WAAI 2022)
Organizing Committee
Ma Florencia Pollo-Cattaneo Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Hernán D. Merlino Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Parag Chatterjee Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Program Committee
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
Rodolfo Bertone Universidad Nacional de La Plata, Argentina
Luciano Straccia Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Cinthia Vegega Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
4th International Workshop on Applied Informatics for
Economics, Society and Development (AIESD 2022)
Organizing Committee
Marcelo Leon Universidad Ecotec, Ecuador
Gino Cornejo Universidad Ecotec, Ecuador
v
Hegira Ramírez Universidad Ecotec, Ecuador
Program Committee
Carlos Jijena Universidad Católica Boliviana Tarija, Bolivia
Erika González Universidad Nacional de Loja, Ecuador
Raquel Jalil Universidad Autónoma Juan Misael Saracho,
Bolivia
Simona Safarikova Palacky University, Czech Republic
Fernando Gutierrez Universidad de La Haya, Netherlands
Simone Belli Universidad Complutense de Madrid, Spain
Ruben Rumipamba CNT EP, Ecuador
Homero Rodriguez Universidad Estatal Península de Santa Elena,
Ecuador
Anderson Argothy Universidad Técnica de Ambato, Ecuador
Silvia San Román Universidad de Granada, Spain
Andrés Ortega Universidad Ecotec, Ecuador
Alejandra Colina Universidad Ecotec, Ecuador
Elena Piedra Universidad Ecotec, Ecuador
Alejandro Pacheco Universidad Ecotec, Ecuador
Lizethe Méndez Heras Universidad Ecotec, Ecuador
María de la O Barroso Universidad de Huelva, Spain
5th International Workshop on Data Engineering and Ana-
lytics (WDEA 2022)
Organizing Committee
Olmer Garcia-Bedoya Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Ixent Galpin Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Program Committee
vi
David Acosta Universidad del Norte, Colombia
Henry Carrillo Lindado Genius Sports Group, Colombia
German Castañeda Universidad Estadual de Campinas, Brazil
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
Jose Fernando Noguera Pola- Universidad Cooperativa de Colombia – Santa
nia Marta, Colombia
1st International Workshop on Intelligent Transportation
Systems and Smart Mobility Technology (WITS 2022)
Organizing Committee
Juan Camilo Ramírez Universidad Antonio Nariño, Colombia
Alejandra Baena Universidad Antonio Nariño, Colombia
Program Committee
Juan Camilo Ramírez Universidad Antonio Nariño, Colombia
Alejandra Baena Universidad Antonio Nariño, Colombia
Sergio Díaz Universidad Antonio Nariño, Colombia
Carlos Díaz Corporación Universitaria del Meta
(UNIMETA), Colombia
vii
César Orlando Díaz Universidad ECCI, Colombia
Karen Beltrán Corporación Universitaria del Meta
(UNIMETA), Colombia
Hugo Martinez Universidad Nacional Abierta y a Distancia,
Colombia
Omar Rey Escuela Superior de Administración Pública,
Colombia
2nd International Workshop on Knowledge Management
and Information Technologies (WKMIT 2022)
Organizing Committee
Ma Florencia Pollo-Cattaneo Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Luciano Straccia Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Program Committee
Inés Casanovas Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Hernán D. Merlino Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Paola Britos Universidad Nacional de Río Negro, Argentina
Alejandro Hossian Universidad Tecnológica Nacional Facultad
Regional del Neuquén, Argentina
María Roxana Martínez Universidad Abierta Interamericana, Argentina,
and Universidad Nacional de Quilmes, Ar-
gentina
Mauricio Rozo Rodriguez Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
1st International Workshop on Systems Modeling (WSM
2022)
Organizing Committee
viii
Hector Florez Universidad Distrital Francisco Jose de Caldas,
Bogotá, Colombia
Jaime Chavarriaga Universidad Distrital Francisco Jose de Caldas,
Bogotá, Colombia
Julio Hurtado Universidad del Cauca, Popayan, Colombia
Program Committee
Jaime Chavarriaga Universidad de los Andes, Bogotá, Colombia
Hector Florez Universidad Distrital Francisco Jose de Caldas,
Bogotá, Colombia
Juan Guevara Universidad Distrital Francisco Jose de Caldas,
Bogotá, Colombia
Julio Hurtado Universidad del Cauca, Popayan, Colombia
Oscar Mendez Tangelo, Bogotá, Colombia
Sonia Pinzon Universidad Distrital Francisco Jose de Caldas,
Bogotá, Colombia
Rocio Rodriguez Universidad Distrital Francisco Jose de Caldas,
Bogotá, Colombia
Alix Rojas Universidad Ean, Bogotá, Colombia
ix
Table of Contents
3rd International Workshop on Applied Artificial
Intelligence (WAAI 2022)
Analysis on Early Dropouts in Engineering Careers 1
Ignacio Manes, Tomas Lubertino, Jorge Anca, Karen Roberts and Hernán
Merlino
Depression Diagnosis using Text-based AI Methods – A Syste- 11
matic Review
Martín Di Felice, Parag Chatterjee and María F. Pollo-Cattaneo
Satellite Orbit Prediction Using a Machine Learning Approach 28
Giridhar Jadala, Gowri Namratha Meedinti, Radhakrishnan Delhibabu
4th International Workshop on Applied Informatics for
Economy, Society, and Development (AIESD 2022)
Bibliometric Software: The Most Commonly Used in Research 47
Alejandra Colina Vargas, Marcos Espinoza-Mina, Diana López Alvarez
and Johanna Navarro Espinosa
Bio-Business of Polymer Derived from Cassava Waste for the In- 66
dustrial Plastic Sector
Mercy Agila, Larry Yumibanda and Diana Merchán
Cost of Capital and Finance Evaluation for a Family SME Enter- 77
prise of an Ecuadorian Ecotourism Resort in San Carlos Parish,
Los Ríos Province
Carlos Arturo San Andrés Fuentes, Pablo Ricardo San Andrés Reyes,
Ivonne Elizabeth Paredes Chévez and César Santana Moncayo
x
Dynamic Models to Determine External Factors and their Impact 87
on the Shrimp Price Forecast
David Zaldumbide and Alejandro Pacheco
How to use Instagram to Travel the World? An Approach to Dis- 101
covering Relevant Insights from Tourist Media Content
Angel Fiallos
Public Safety Perception in Ecuador: An Approach from Social 114
Networks over Data Analytics
Maria de Lourdes Díaz, Jorge Berrezueta, Gonzalo Albán Molestina and
Andres Ortega
Relationship between Corporate Social Responsibility, Assets and 125
Income of Companies in Ecuador
Arnaldo Vergara-Romero, Lisette Garnica-Jarrin, Yadira Armas-Ortega
and César Pozo-Estupiñan
Retrospective of Scientific Production on e-Democracy 138
Alejandra Colina Vargas and Marcos Espinoza-Mina
Smart Contracts: An Opportunity for Company Modernization in 159
a Post-COVID-19 World
Joe A. Parrales, María G. Cornejo and Hector Florez
Sticky Floor and Glass Ceiling in Ecuador. The Evolution of the 169
Gender Wage Gap, 2010-2021
Diego Linthon-Delgado, Lizethe Méndez-Heras and Gino Cornejo-Marcos
Technical Indicator for a Better Intraday Understanding of Up- 182
trends or Downtrends in the Financial Markets using Volume
Transactions as a Trigger
Franklin Gallegos-Erazo
The Effects of Dry Spells on Crop Diversification in the Brazilian 195
Northeast Region
Elena Piedra-Bonilla, Laís Oliveira, Denis Da Cunha and Marcelo Braga
xi
Valuation of the Impact of the Covid-19 Global Pandemic on the 206
Sector of Professional, Technical, and Administrative Activities in
Ecuador for the Year 2020
Nelson Guillermo Granja Cañizares, Pablo Ricardo San Andrés Reyes and
Ivonne Elizabeth Paredes Chévez
Web Service for Document Management of University Degree 214
Projects
Camilo Sarmiento, Leidy Lozano, Guillermo Gaona, Marcelo Leon
5th International Workshop on Data Engineering and
Analytics (WDEA 2022)
Maximizing Student Retention using Supervised Models In- 225
formed by Student Counseling Data
John Anderson Rodriguez Ramirez, Olmer García-Bedoya and Ixent
Galpin
Shareholder Structure of Major Technology Companies: A Graph 240
Analytics Study during COVID-19 and Beyond
Julio C. Esquivel, Ixent Galpin and Oscar M. Granados
1st International Workshop on Intelligent Transportation
Systems and Smart Mobility Technology (WITS 2022)
Mobility Studies in Villavicencio: Situation and Prospects To- 259
wards a Smart Mobility
Carlos Alberto Díaz Riveros, Alejandra Baena and Juan Camilo Ramirez
2nd International Workshop on Knowledge Management
and Information Technologies (WKMIT 2022)
xii
Knowledge Representation and Technologies in the Latin Ameri- 271
can Academic Literature
Luciano Straccia, Adriana Maulini, María Gracia Bongiorno, Matías
Giorda, María Florencia Pollo-Cattaneo
The SECI Knowledge Creation Model: A Look through Sociology 288
Patricia Gerlero
1st International Workshop on Systems Modeling (WSM
2022)
Construction of a Domain Metamodel using EMF for Semiauto- 303
matic Generation of Web Applications
Lady Viviana Garay González
Implementation of a Domain Metamodel for the Generation of 315
UML Documentation through Model Transformation Chains
Jeyson Stith Arévalo Sandoval
xiii