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https://ceur-ws.org/Vol-2992/preface.pdf
Hector Florez
Ixent Galpin
Christian Grévisse (Eds.)
ICAI Workshops (ICAIW 2021)
Joint Proceedings of the
– Second International Workshop on Applied Artificial
Intelligence (WAAI 2021)
– Third International Workshop on Applied Informat-
ics for Economics, Society and Development (AIESD
2021)
– Fourth International Workshop on Data Engineering
and Analytics (WDEA 2021)
– First International Workshop on Knowledge Man-
agement and Information Technologies (WKMIT
2021)
– Fourth International Workshop on Smart and
Sustainable Cities (WSSC 2021)
co-located with the Fourth International Conference on
Applied Informatics (ICAI 2021)
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 © 2021 for the individual papers by the papers’ authors.
Copyright © 2021 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: Second International Work-
shop on Applied Artificial Intelligence (WAAI 2021), Third International Workshop
on Applied Informatics for Economy, Society, and Development (AIESD 2021), Fourth
International Workshop on Data Engineering and Analytics (WDEA 2021), First In-
ternational Workshop on Knowledge Management and Information Technologies
(WKMIT 2021), and Fourth International Workshop on Smart and Sustainable Cities
(WSSC 2021). These workshops were co-located with the Fourth International Con-
ference on Applied Informatics (ICAI 2021)1 and held online due to the COVID-19
pandemic, from 28 to 30 October 2021.
Second International Workshop on Applied Artificial Intelligence (WAAI 2021).
The workshop on Applied Artificial Intelligence is an annual event intended to be
an important 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 Artifi-
cial Intelligence in general and each of its technologies in particular. Submissions
are invited on both applications of AI and new tools and foundations.
Third International Workshop on Applied Informatics for Economy, Society, and
Development (AIESD 2021). The workshop on Applied Informatics for Economy,
Society and Development organized by the Universidad Tecnológica Empresarial
de Guayaquil (Ecuador) seeks to promote discussion and dissemination of current
economics research, systems for territorial intelligence, e-participation, e-democracy
and territorial economic development; with special emphasis on social and environ-
mental development. The objective of this third edition of AIESD 2021 is to dis-
cuss 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 work-
shop seeks to promote an atmosphere of dialogue among the community of profes-
sionals working on issues related to technology and its application in the economy
as well as society.
Fourth International Workshop on Data Engineering and Analytics (WDEA 2021).
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.
First International Workshop on Knowledge Management and Information Tech-
nologies (WKMIT 2021). 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.
Fourth International Workshop on Smart and Sustainable Cities (WSSC 2021).
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 ser-
vices, and competitiveness, while ensuring that it meets the needs of present and
future generations with respect to economic, social, environmental as well as cul-
tural aspects”. 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, cultural, tourism, mobility, among others.
The workshops received 27 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 thirteen research papers overall. This volume contains these papers. These
papers are distributed as follows across the workshops: three papers from WAAI,
three papers from AIESD, two papers from WDEA, two papers from WKMIT, and
three papers from WSSC.
We wish to thank the Program Committee members and all additional reviewers
for their efforts.
All the workshops took place on 28 October 2021. 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 2021 Hector Florez
Ixent Galpin
Christian Grévisse
ii
Organization
Fourth International Conference on Applied Informatics
(ICAI 2021)
General Chairs
Hector Florez Universidad Distrital Francisco José de Caldas,
Colombia
Ma Florencia Pollo-Cattaneo Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
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 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
Second International Workshop on Applied Artificial
Intelligence (WAAI 2021)
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
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
Third International Workshop on Applied Informatics
for Economics, Society and Development (AIESD 2021)
Organizing Committee
Marcelo Leon Universidad Tecnológica Empresarial de
Guayaquil, Ecuador
Mauricio Chávez Universidad Tecnológica Empresarial de
Guayaquil, Ecuador
Fabricio Echeverria Universidad Tecnológica Empresarial de
Guayaquil, Ecuador
iv
Program Committee
Carlos Jijena Universidad Privada Boliviana, Bolivia
Erika González Universidad Nacional de Loja, Ecuador
Raquel Jalil Universidad Autónoma Juan Misael Saracho,
Bolivia
Simona Safarikova Palacky University, Czech Republic
Marcelo Leon Universidad Tecnológica Empresarial de
Guayaquil, Ecuador
Fernando Gutierrez Universidad de La Laguna, Spain
Simone Belli Universidad Complutense de Madrid, Spain
Ruben Rumipamba Asociación de Becarios del Ecuador, Ecuador
Karla Rodriguez Asociación de Becarios del Ecuador, Ecuador
Andrea Vallejo Universidad Católica de Cuenca, Ecuador
Homero Rodriguez Universidad Laica Eloy Alfaro, Ecuador
Anderson Argothy Universidad Técnica de Ambato, Ecuador
Brenda Gutierrez Universidad Tecnológica Empresarial de
Guayaquil, Ecuador
Gabriela Gallardo Universidad Tecnológica Empresarial de
Guayaquil, Ecuador
Gino Grondona Universidad Politécnica Salesiana, Ecuador
Mauricio Chávez Universidad Tecnológica Empresarial de
Guayaquil, Ecuador
Fabricio Echeverria Universidad Tecnológica Empresarial de
Guayaquil, Ecuador
Otto Suarez Universidad Tecnológica Empresarial de
Guayaquil, Ecuador
Cesar Llaguno Universidad Tecnológica Empresarial de
Guayaquil, Ecuador
Fourth International Workshop on Data Engineering and
Analytics (WDEA 2021)
Organizing Committee
Olmer Garcia-Bedoya Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
v
Ixent Galpin Universidad de Bogotá Jorge Tadeo Lozano,
Colombia
Jorge Ivan Romero Gelvez 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
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
First International Workshop on Knowledge Management
and Information Technologies (WKMIT 2021)
Organizing Committee
Ma Florencia Pollo-Cattaneo Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
Luciano Straccia Universidad Tecnológica Nacional Facultad
Regional Buenos Aires, Argentina
vi
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
Fourth International Workshop on Smart and Sustainable
Cities (WSSC 2021)
Organizing Committee
María Clara Sánchez Red Universitaria Metropolitana de Bogotá,
Colombia
César Díaz Universidad ECCI, Colombia
Laura González Fundación Universitaria del Área Andina,
Colombia
Luis Cobo Universidad Ean, Colombia
Manuel Dávila Corporación Universitaria del Minuto de Dios,
Colombia
Alejandra Baena Universidad Antonio Nariño, Colombia
Juan Camilo Ramírez Universidad Antonio Nariño, Colombia
Carlos Alberto Díaz Corporación Universitaria del Meta - Unimeta,
Colombia
Program Committee
César Díaz Universidad ECCI, Colombia
Laura González Fundación Universitaria del Área Andina,
Colombia
Luis Cobo Universidad Ean, Colombia
vii
Manuel Dávila Corporación Universitaria del Minuto de Dios,
Colombia
Sandra Acevedo Universidad Nacional Abierta y a Distancia,
Colombia
Alejandra Baena Universidad Antonio Nariño, Colombia
Juan Camilo Ramírez Universidad Antonio Nariño, Colombia
Alejandro Salamanca Universidad de Ciencias Aplicadas y Ambien-
tales, Colombia
Carlos Alberto Díaz Corporación Universitaria del Meta - Unimeta,
Colombia
viii
Table of Contents
Second International Workshop on Applied Artificial
Intelligence (WAAI 2021)
Data science applied to oil wells’ behavior prediction in the Es- 1
tructura Cruz de Piedra - Lunlunta oil field, Cuyana Basin, Ar-
gentina
Micaela Báez, Luis P. Stinco, Silvia P. Barredo and Hernan D. Merlino
Multi-criteria group requirement prioritization in software engi- 16
neering using fuzzy linguistic labels
Giovanni Daián Rottoli and Carlos Casanova
Predictive modeling toward identification of sex from lip prints - 29
machine learning in cheiloscopy
Agustín Sabelli, Parag Chatterjee and Ma Florencia Pollo-Cattaneo
Third International Workshop on Applied Informatics
for Economy, Society, and Development (AIESD 2021)
Empirical approach to arable land and livestock using cointegra- 44
tion and causality techniques with panel data
Micaela Calderon, Marcelo Leon and Sergio Núñez
Pedagogical model to develop virtual learning objects for people 62
with hearing impairment
Karen Martinez-Zambrano, Jhon Paez and Hector Florez
Underground drones as a support line for mining companies in 74
Ecuador
Marcelo Leon, Homero Rodriguez, Ibeth Chiluiza and Claudia Rivas
ix
Fourth International Workshop on Data Engineering and
Analytics (WDEA 2021)
Analysing gender-based violence against Colombian public 84
figures on Twitter
Juan Sebastian Chaparro-Saenz and Ixent Galpin
Analyzing and predicting NCAA volleyball match outcome using 99
machine learning techniques
Vishwa Shah, Suhas Shanbhogue, Priya Deshpande and Dhvanil Sanghvi
First International Workshop on Knowledge Management
and Information Technologies (WKMIT 2021)
Knowledge management technologies for a n-layered architecture 117
Luciano Straccia, Ma Florencia Pollo-Cattaneo and Adriana Maulini
Successes and failures in software development project manage- 131
ment: a systematic literature review
Patricia Gerlero
Fourth International Workshop on Smart and Sustainable
Cities (WSSC 2021)
Environmental economic estimation: case study in the city of 146
Tarija - Bolivia
Carlos Jijena, Marcelo Leon, Claudia Rivas and Carlos Redroban
Industry 4.0 and digital transformation in higher education 162
through the perspective of smart cites
Álvaro Gutiérrez-Rodríguez, José David López-García, Ricardo Alfonso
Sanabria and Sandra Acevedo-Zapata
x
Prediction of electrical energy consumption through recurrent 174
neural networks
Oscar Daniel Diaz-Castillo, Andrés Esteban Puerto-Lara, Javier Alejandro
Sáenz-Leguizamón and Vladimir Ducón-Sosa
xi