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