IWSAI 2026
Systems, Applications, Artificial Intelligence and Innovation 2026

Table of Contents

• Preface
  Summary: There were 69 papers submitted for peer-review to this workshop. Out of these, 27 papers were accepted for this volume.

Workshop papers

• A Reproducible Unsupervised Learning Workflow for Hippocratic Oath Profile Identification Using an Empirically Informed Synthetic Benchmark 1–15
  Alberto Hananel, Hugo Calienes
• A Trustworthy and Explainable AI-Assisted Decision Support Framework for WhatsApp Digital Evidence Assessment 16–27
  Alina Maria Bracho-Rodriguez, Ciaddy Rodríguez-Borges, Jesús Alberto Pérez-Rodriguez, Ana Bélen Pérez-Baltar, Amanda Isabel Bracho-Rodriguez, Mónica Daniela Barreiro-Linzán
• A Unified Benchmark for Multi-Horizon Outdoor Temperature Forecasting: Comparing Baseline, Statistical, and Machine Learning Models 28–46
  Rudy Espinoza-Nima, Rolyn Chuquihuanca-Carhuapoma, Darwin Vilcherrez-Vilela, José Hidalgo-Sullón, Víctor Ramírez-Ordinola
• Academic Procrastination and Functional Dependence on Generative Artificial Intelligence among University Students 47–57
  Ronald Floriano Rodríguez, Luis Fernando Espejo-Chacón, Gaby Leivis Montalvo-Huiñac, Luis Enrique Meléndez-Calvo, Fiorella Stacy Meléndez-Calderón
• AI Literacy and Perceived Academic Performance: The Mediating Role of AI Self-Efficacy 58–69
  Carlos Manosalvas-Vaca, David Sancho-Aguilera
• Artificial Intelligence and GIS-Based Identification of Environmental Degradation Zones in an Andean Urban River Corridor: The Case of the Chili River 70–79
  Valkiria Ibarcena
• Artificial Intelligence in Human Talent Management and its Strategic Impact on Human Resources Decision-Making: A Systematic Literature Review 80–93
  Victor Gerardo Gasparrini-Cañas, Gladys Ysabel Hernández-Hernández, Andrés Alejandro Pérez-Vargas, Angie Naoimi Mendoza-Vara, Andri Michel Sánchez-Aquituari, Albanis Gonzalez-López
• Comparative Evaluation and Statistical Analysis of Sentiment Analysis Models for Spanish 94–103
  Nuvia Beltrán, Irene Vásquez, Darwin Pow-Chon-Long, Teresa Samaniego-Cobo, Luis Rodríguez
• Descriptive and Predictive Model of Sales Using Business Intelligence and Time Series Analysis in an Awards Production Company 104–115
  Leiz Alejandra Padilla-Carrillo, Genesis Valeria Ceballos-Castillo, Tatiana Pereira-Hoyos, Julián Andrés Montoya-Palacio, Saray Galeano-Ospino
• Design and Simulation of a Wideband Wire Antenna Generated from Control Points of a Curve Projected from a Lemniscatic Torus for 5G Applications 116–133
  Daniel A. Flores-Córdova, Carlos E. Arellano-Ramírez, Ricardo Velezmoro-León, Robert Ipanaqué-Chero
• Development and Preliminary Evaluation of a Machine Learning Based System for Personalized Workout Recommendations at Gyms 134–147
  Jordi Krisber Flores-Sosa, Ernesto Bolaños-Rodríguez, Juan Carlos Gonzalez-Islas, Gaby Yolanda Vega-Cano, Omar Arturo Domínguez-Ramírez, Genaro Moreno-Beltrán
• Evaluation of Duckweed (Lemna Gibba) as a Phytoremediator of UHF Electromagnetic Fields in Puno, Peru 148–156
  Guido Humberto Cayo-Cabrera, Teobaldo Raul Basurco-Chambilla, Derly Gabriel Chique-Chino, Everthon Eradio Tapia-Cayo, Gregorio Meza-Marocho
• Evaluation of Machine Learning and Deep Learning Models for Detecting and Classifying Oidium mangiferae on Mango Leaves 157–168
  Nuvia Beltrán, Teresa Samaniego-Cobo, Andrés Medina, Johanna Sánchez, Luis Rodríguez
• Generative Artificial Intelligence in Architectural Design: A Systematic Literature Review and Conceptual Framework for the Transformation of the Architectural Design Process 169–185
  César Cubas, Claudia Sánchez, Carlos Zulueta, David Choquehuanca
• Helixa: Eco-Technological Systems for Intelligent Recycling with a Gamification and Rewards Platform in Lima, Peru 186–200
  Anderson Antoni Naveros-Peralta, Tamara Giselle Andía-Fierro, Carlos Ernesto Quintana-Vasquez, Jonathan Arzapalo-Torres, Alex Leonardo Zavala-Culis, Meyluz Monica Paico-Campos
• IoT Applied to the Monitoring of Photovoltaic Solar Energy Systems 201–213
  Rudy Espinoza-Nima, Carlos Raymundo-García, Douglas Alvarado-Paiva, José Albán-Palacios, Rosa Vera-Rueda
• LLM Accuracy in Tabular Fact Verification: A Factorial Evaluation of Model, Temperature, and Prompting Strategy 214–227
  Rafael Camacho-Aguilar, Javier Rojas-Segura, José Martínez-Villavicencio
• Machine Learning-Based System for Document Management Optimization: A Case Study of a Small and Medium-Sized Enterprise 228–244
  Oscar Mansilla, Ronald Lopez-Haya
• No-Code RAG Ecosystems as an Alternative to Linear English Learning in Higher Education 245–255
  Ronny Harol Clavijo-Céspedes, Manuel Antonio Cobeñas-Chanduvi, Carlos Martin Casariego-Neyra, Elvis Garay-Silupú
• Organizational Trust and Work Engagement in the Telecommunications Sector of Arequipa, Peru 256–265
  Jeanmarco David Villegas-Alvarez, Christian Herbert Cueva-Allison, María del Carmen Barriga-García, Karol Rebeca Bellido-Ramos
• Predictive Analysis of TripAdvisor Travelers’ Choice Award Recognition Using Machine Learning Algorithms: The Case of Praia Dos Milionários, Brazil 266–276
  Diego Guerrero-Vargas, Cristina Flores-Amador, Ernesto Bolaños-Rodríguez, Marcelino Castillo-Nechar
• Predictive Modeling for Retaining Members of a Religious Community Using Machine Learning Techniques: A Web Platform 277–289
  Jaime Blanco-López, Saray Galeano-Ospino, Giancarlo Cabrera-Rey, Hamlet Josiah Pirazan-Pomare
• Smart Homes as a Support for Independent Living in People with Functional Dependence 290–301
  Alvaro Espinoza-Martínez, Jorge Yánez-Palacios, Flor Ramírez-Ramírez, Karina Pozo-Benites, Oscar Peña-Cáceres
• Tinkuy Play: A Cooperative Video Game with Computer Vision for Mother–Child Socio-Emotional Interaction in Children with ASD 302–313
  Jonathan Arzapalo-Torres, Linett Velasquez-Jimenez
• Unsupervised Learning for Robust Vehicle Impact Detection: A Statistical Replacement for Rigid Physical Thresholds 314–332
  Hilario Aradiel Castañeda, Guillermo Antonio Mas-Azahuanche, Alfonso Herminio Geronimo Vasquez, Humberto Urbano Arteaga-Cortez, Enrique Wilfredo Carpena-Velasquez
• Using Renewable Energy with Solar Panels for Flying a Drone 333–344
  Nuvia Beltrán, Teresa Samaniego-Cobo, Darwin Pow-Chon-Long, Charles Pérez, Irene Vásquez

Keynotes

• Model Transformation Chains as Strategy for Software Development Projects 345–354
  Hector Florez