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- 4th International Workshop on Applied Informat- ics for Economics, Society and Development (AIESD 2022)

th International Workshop on Data Engineering

Analytics (WDEA

2022

- 1st International Workshop on Intelligent Transportation Systems and Smart Mobility Technology (WITS 2022) - 2nd International Workshop on Knowledge Management and Information Technologies (WKMIT 2022) - 1st International Workshop on Systems Modeling (WSM) co-located with the 5th International Conference on Applied Informatics (ICAI 2022)

This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0). This volume contains the proceedings of the workshops: 3rd International Workshop 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 International Workshop on Intelligent Transportation Systems and Smart Mobility Technology (WITS 2022), 2nd International Workshop on Knowledge Management and Information Technologies (WKMIT 2022), and 1st International Workshop on Systems Modeling (WSM 2022). These workshops were co-located with the 5th International 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 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 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 development; with special emphasis on social and environmental development. The objective 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 atmosphere 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 engineering, 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. 1st International Workshop on Intelligent Transportation Systems and Smart Mobility Technology (WITS 2022). The digital transformation of traffic monitoring systems has led to an increased interest from the academic community, governments 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 congestion, improving road safety, and enhancing governmental decision-making during the construction or expansion of infrastructure. The International Workshop on Intelligent Transportation Systems and Smart Mobility Technology (WITS), part of the International Conference on Applied Informatics (ICAI), is an annual event organized 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 allow 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 workshop welcomes submissions on both practical and theoretical proposals on ITSs and related technological solutions. 2nd International Workshop on Knowledge Management and Information Technologies (WKMIT 2022)). The workshop on Knowledge Management and Information 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 management 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 practitioners 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 underwent 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: – 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 plenary discussion. We thank all session chairs for their careful preparations and for triggering insightful discussions.

October 2022 Hector Florez

Ixent Galpin

Christian Grévisse Organization 4th International Conference on Applied Informatics (ICAI 2022)

General Chairs

Hector Florez Henry Gomez

Steering Committee

Jaime Chavarriaga César Díaz Hector Florez Ixent Galpin Olmer García-Bedoya Christian Grévisse Sanjay Misra Ma Florencia Pollo-Cattaneo

Workshops Committee Organizing Committee

Ma Florencia Pollo-Cattaneo Universidad Nacional de Río Negro, Argentina Universidad Tecnológica Nacional Facultad Regional Buenos Aires, Argentina Universidad Tecnológica Nacional Facultad Regional del Neuquén, Argentina Universidad Nacional de Misiones, Argentina Universidad Tecnológica Nacional Facultad Regional Buenos Aires, Argentina Universidad Nacional de La Plata, Argentina Universidad Tecnológica Nacional Facultad Regional Buenos Aires, Argentina 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 Gino Cornejo Universidad Ecotec, Ecuador Universidad Ecotec, Ecuador Hegira Ramírez

Program Committee

Carlos Jijena Erika González Raquel Jalil Simona Safarikova Fernando Gutierrez Simone Belli Ruben Rumipamba Homero Rodriguez Anderson Argothy Silvia San Román Andrés Ortega Alejandra Colina Elena Piedra Alejandro Pacheco Lizethe Méndez Heras María de la O Barroso

Organizing Committee

Olmer Garcia-Bedoya Ixent Galpin

Program Committee

David Acosta Henry Carrillo Lindado German Castañeda Ricardo Castillo Hector Florez Ixent Galpin Olmer Garcia-Bedoya Mónica García-Melón Oscar Granados Jorge Ivan Romero Gelvez Marco Tulio Teran de la Hoz Giovani Vitor Sebastian Zapata Jose Fernando Noguera Polania 1st International Workshop on Intelligent Transportation Systems and Smart Mobility Technology (WITS 2022) César Orlando Díaz Karen Beltrán Hugo Martinez Omar Rey Corporación Universitaria (UNIMETA), Colombia Universidad Nacional Abierta y a Distancia, Colombia Escuela Superior de Administración Pública, Colombia del 2nd International Workshop on Knowledge Management and Information Technologies (WKMIT 2022) 1st International Workshop on Systems Modeling (WSM 2022) Jaime Chavarriaga Julio Hurtado Universidad Distrital Francisco Jose de Caldas, Bogotá, Colombia Universidad del Cauca, Popayan, Colombia Universidad de los Andes, Bogotá, Colombia Universidad Distrital Francisco Jose de Caldas, Bogotá, Colombia Universidad Distrital Francisco Jose de Caldas, Bogotá, Colombia Universidad del Cauca, Popayan, Colombia Tangelo, Bogotá, Colombia Universidad Distrital Francisco Jose de Caldas, Bogotá, Colombia Universidad Distrital Francisco Jose de Caldas, Bogotá, Colombia Universidad Ean, Bogotá, Colombia Table of Contents 3rd International Workshop on Applied Artificial Intelligence (WAAI 2022)

Analysis on Early Dropouts in Engineering Careers Ignacio Manes, Tomas Lubertino, Jorge Anca, Karen Roberts and Hernán Merlino Depression Diagnosis using Text-based AI Methods – A Systematic Review Martín Di Felice, Parag Chatterjee and María F. Pollo-Cattaneo Satellite Orbit Prediction Using a Machine Learning Approach Giridhar Jadala, Gowri Namratha Meedinti, Radhakrishnan Delhibabu 1 11 28 47 66 77 4th International Workshop on Applied Informatics for Economy, Society, and Development (AIESD 2022) Bibliometric Software: The Most Commonly Used in Research Alejandra Colina Vargas, Marcos Espinoza-Mina, Diana López Alvarez and Johanna Navarro Espinosa Bio-Business of Polymer Derived from Cassava Waste for the Industrial Plastic Sector Mercy Agila, Larry Yumibanda and Diana Merchán Cost of Capital and Finance Evaluation for a Family SME Enterprise 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 Dynamic Models to Determine External Factors and their Impact on the Shrimp Price Forecast David Zaldumbide and Alejandro Pacheco How to use Instagram to Travel the World? An Approach to Discovering Relevant Insights from Tourist Media Content Angel Fiallos Public Safety Perception in Ecuador: An Approach from Social Networks over Data Analytics Maria de Lourdes Díaz, Jorge Berrezueta, Gonzalo Albán Molestina and Andres Ortega Relationship between Corporate Social Responsibility, Assets and 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 Alejandra Colina Vargas and Marcos Espinoza-Mina Smart Contracts: An Opportunity for Company Modernization in 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 Gender Wage Gap, 2010-2021 Diego Linthon-Delgado, Lizethe Méndez-Heras and Gino Cornejo-Marcos Technical Indicator for a Better Intraday Understanding of Uptrends 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 Northeast Region Elena Piedra-Bonilla, Laís Oliveira, Denis Da Cunha and Marcelo Braga Valuation of the Impact of the Covid-19 Global Pandemic on the 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 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 Informed by Student Counseling Data John Anderson Rodriguez Ramirez, Olmer García-Bedoya and Ixent Galpin Shareholder Structure of Major Technology Companies: A Graph 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 Towards a Smart Mobility

Carlos Alberto Díaz Riveros, Alejandra Baena and Juan Camilo Ramirez 2nd International Workshop on Knowledge Management and Information Technologies (WKMIT 2022) 288 303 315 Luciano Straccia, Adriana Maulini, María Gracia Bongiorno, Matías Giorda, María Florencia Pollo-Cattaneo The SECI Knowledge Creation Model: A Look through Sociology 1st International Workshop on Systems Modeling (WSM 2022)

Construction of a Domain Metamodel using EMF for Semiautomatic Generation of Web Applications Lady Viviana Garay González Implementation of a Domain Metamodel for the Generation of UML Documentation through Model Transformation Chains Jeyson Stith Arévalo Sandoval

5th International Workshop on Data Engineering and Analytics (WDEA 2022 )