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