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20th MICAI 2021: Mexico City, Mexico - Part I
- Ildar Z. Batyrshin, Alexander F. Gelbukh, Grigori Sidorov:
Advances in Computational Intelligence - 20th Mexican International Conference on Artificial Intelligence, MICAI 2021, Mexico City, Mexico, October 25-30, 2021, Proceedings, Part I. Lecture Notes in Computer Science 13067, Springer 2021, ISBN 978-3-030-89816-8
Machine and Deep Learning
- Laura Cleofas-Sánchez, Anabel Pineda Briseño, J. Salvador Sánchez:
Identifying Optimal Clusters in Purchase Transaction Data. 3-22 - Enrique González-Núñez, Luis A. Trejo:
Artificial Organic Networks Approach Applied to the Index Tracking Problem. 23-43 - Gustavo Bartz Guedes, Ana Estela Antunes da Silva:
Supervised Learning Approach for Section Title Detection in PDF Scientific Articles. 44-54 - Jairo Enrique Ramírez Sánchez, Arely Anguiano Rodríguez, Miguel González-Mendoza:
Real-Time Mexican Sign Language Interpretation Using CNN and HMM. 55-68 - Uriel Escalona, Erik Zamora, Humberto Sossa:
RiskIPN: Pavement Risk Database for Segmentation with Deep Learning. 69-80 - Ishrat Jahan Ananya, Sarah Suad, Shadab Hafiz Choudhury, Mohammad Ashrafuzzaman Khan:
A Comparative Study on Approaches to Acoustic Scene Classification Using CNNs. 81-91 - Eric Valdez-Valenzuela, Angel Kuri-Morales, Helena Gómez-Adorno:
Measuring the Effect of Categorical Encoders in Machine Learning Tasks Using Synthetic Data. 92-107 - Leonid Ugadiarov, Alexey Skrynnik, Aleksandr I. Panov:
Long-Term Exploration in Persistent MDPs. 108-120 - Jesús García-Ramírez, Eduardo F. Morales, Hugo Jair Escalante:
Source Task Selection in Time Series via Performance Prediction. 121-130 - Mauricio Mendez-Ruiz, Ivan Garcia, Jorge Gonzalez-Zapata, Gilberto Ochoa-Ruiz, Andres Mendez-Vazquez:
Finding Significant Features for Few-Shot Learning Using Dimensionality Reduction. 131-142 - Mónica Borunda, Adrián Ramírez, Nayeli Liprandi, Miriam Rodríguez, Alejandro Sánchez:
Seasonality Atlas of Solar Radiation in Mexico. 143-157
Best Paper Award, Third Place
- Carmina Pérez-Guerrero, Adriana Palacios, Gilberto Ochoa-Ruiz, Christian Mata, Miguel González-Mendoza, Luis Eduardo Falcón-Morales:
Comparing Machine Learning Based Segmentation Models on Jet Fire Radiation Zones. 161-172 - David Díaz, Regina Marta, Germán Ortega, Hiram Ponce:
A Machine Learning Approach for Modeling Safety Stock Optimization Equation in the Cosmetics and Beauty Industry. 173-186 - Leonardo Delgado, Eduardo F. Morales:
DBSCAN Parameter Selection Based on K-NN. 187-198 - Cuauhtemoc Daniel Suarez-Ramirez, Mario Alberto Duran-Vega, Héctor M. Sánchez C., Miguel González-Mendoza, Leonardo Chang, John M. Marshall:
Deep Learning Architectures Applied to Mosquito Count Regressions in US Datasets. 199-212 - Ivan Feliciano-Avelino, Arquímides Méndez-Molina, Eduardo F. Morales, Luis Enrique Sucar:
Causal Based Action Selection Policy for Reinforcement Learning. 213-227 - Juan-José-Ignacio Lázaro-Lázaro, Eddy Sánchez-Delacruz, Cecilia Irene Loeza Mejía, Pilar Pozos Parra, Luis-Alfonso Landero-Hernández:
Performance Evaluation of Artificial Neural Networks Applied in the Classification of Emotions. 228-238 - Paula Rodriguez, Alberto Ochoa-Zezzatti, José Mejía:
Machine Learning Algorithms Based on the Classification of Motor Imagination Signals Acquired with an Electroencephalogram. 239-249
Image Processing and Pattern Recognition
- Marlene Elizabeth López-Jiménez, Víctor Rubén Virgilio-González, Raúl Aguilar-Figueroa, Carlos Daniel Virgilio Gonzalez:
Touchless Fingerphoto Extraction Based on Deep Learning and Image Processing Algorithms; A Preview. 253-264 - Andrés Alberto López Esquivel, Miguel González-Mendoza, Leonardo Chang, Antonio Marín-Hernández:
Real Time Distraction Detection by Facial Attributes Recognition. 265-276 - Felipe Moreno Vera, Bahram Lavi, Jorge Poco:
Urban Perception: Can We Understand Why a Street Is Safe? 277-288 - Aldrich A. Cabrera-Ponce, Manuel Martin-Ortiz, José Martínez-Carranza:
Continual Learning for Multi-camera Relocalisation. 289-302 - Benjamin Mario Sainz-Tinajero, Dachely Otero-Argote, Carmen Elisa Orozco-Mora, Miguel González-Mendoza:
Facing a Pandemic: A COVID-19 Time Series Analysis of Vaccine Impact. 303-314 - Juan J. Martínez, Alexander F. Gelbukh, Hiram Calvo:
COVID-19 on the Time, Countries Deaths Monitoring and Comparison Dealing with the Pandemic. 315-326 - Aicha-Baya Goumeidane, Nafaa Nacereddine, Djemel Ziou:
Linear Structures Identification in Images Using Scale Space Radon Transform and Multiscale Image Hessian. 327-340 - Cecilia Irene Loeza Mejía, Eddy Sánchez-Delacruz, Mirta Fuentes-Ramos:
Deep Neural Networks for Biomedical Image Segmentation: Trends and Best Practices. 341-352
Evolutionary and Metaheuristic Algorithms
- Ramón Hinojosa Alejandro, Luis A. Trejo, Laura Hervert-Escobar, Neil Hernández-Gress, Enrique González-Núñez:
Mexican Stock Return Prediction with Differential Evolution for Hyperparameter Tuning. 355-368 - Luis A. Márquez-Vega, Jesús Guillermo Falcón-Cardona, Edgar Covantes Osuna:
Towards a Pareto Front Shape Invariant Multi-Objective Evolutionary Algorithm Using Pair-Potential Functions. 369-382 - Virginia Yannibelli, Elina Pacini, David A. Monge, Cristian Mateos, Guillermo Rodríguez:
Endowing the MIA Cloud Autoscaler with Adaptive Evolutionary and Particle Swarm Multi-Objective Optimization Algorithms. 383-400
Best Paper Award, First Place
- Abel García-Nájera, Saúl Zapotecas Martínez, Jesús Guillermo Falcón-Cardona, Humberto Cervantes:
Multi-objective Release Plan Rescheduling in Agile Software Development. 403-414
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