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21st MICAI 2022: Monterrey, Mexico - Part I
- Obdulia Pichardo-Lagunas, Juan Martínez-Miranda, Bella Martínez-Seis:
Advances in Computational Intelligence - 21st Mexican International Conference on Artificial Intelligence, MICAI 2022, Monterrey, Mexico, October 24-29, 2022, Proceedings, Part I. Lecture Notes in Computer Science 13612, Springer 2022, ISBN 978-3-031-19492-4
Machine and Deep Learning
- Mabel Frias, Gonzalo Nápoles, Yaima Filiberto, Rafael Bello, Koen Vanhoof:
Skipped Nonsynaptic Backpropagation for Interval-valued Long-term Cognitive Networks. 3-14 - Matheus Camasmie Pavan, Ivandré Paraboni:
Cross-target Stance Classification as Domain Adaptation. 15-25 - Daniela Herrera, Gilberto Ochoa-Ruiz, Miguel González-Mendoza, Christian Stephan-Otto, Christian Mata:
Impact of Loss Function in Deep Learning Methods for Accurate Retinal Vessel Segmentation. 26-37 - Jesús Alfredo García-Limón, Juan Pablo Serrano Rubio, Rafael Herrera Guzmán, Luz Maria Rodriguez-Vidal, Cesar Manuel Hernández-Mendoza:
Embedded Implementation of the Hypersphere Neural Network for Energy Consumption Monitoring. 38-51 - Iván Reyes-Amezcua, Daniel Flores-Araiza, Gilberto Ochoa-Ruiz, Andres Mendez-Vazquez, Eduardo Rodriguez-Tello:
MACFE: A Meta-learning and Causality Based Feature Engineering Framework. 52-65 - Mayra Alejandra Rivera-Ruiz, Andres Mendez-Vazquez, José Mauricio López-Romero:
Time Series Forecasting with Quantum Machine Learning Architectures. 66-82 - Carlos Cardenas-Ruiz, Andres Mendez-Vazquez, Luis M. Ramirez-Solis:
Explainable Model of Credit Risk Assessment Based on Convolutional Neural Networks. 83-96 - Maria Nesterova, Alexey Skrynnik, Aleksandr Panov:
Reinforcement Learning with Success Induced Task Prioritization. 97-107 - Jonathan Daniel Díaz-Muñoz, Israel Cruz-Vega, Esteban Tlelo-Cuautle:
Cooperative Chaotic Exploration with UAVs Combining Pheromone Dispersion and Hopfield Chaotic Neural Network. 108-122 - Aarón Leonardo Sánchez-Martínez, Mario Garza-Fabre, Ricardo Landa Becerra, Edwin Aldana-Bobadilla:
Machine Learning-Based Decision Making in Evolutionary Multiobjective Clustering. 123-137 - Oscar Federico Garcia-Castro, Luis Enrique Ramos Velasco, Mario Alejandro Vega Navarrete, Rodolfo García-Rodríguez, Carlos Roberto Domínguez Mayorga, Enrique Escamilla Hernández, Luz Noé Oliva-Moreno:
RBF Neural Network Based on FT-Windows for Auto-Tunning PID Controller. 138-149 - Alejandro Antonio Torres García, Jesús S. García-Salinas, Luis Villaseñor Pineda:
Pursuing the Deep-Learning-Based Classification of Exposed and Imagined Colors from EEG. 150-160 - María Yesenia Zavaleta-Sánchez, Edgard Benítez-Guerrero:
Data Stream Mining for Dynamic Student Modeling. 161-172 - Eric Valdez-Valenzuela, Angel Kuri-Morales, Helena Gómez-Adorno:
CESAMMO: Categorical Encoding by Statistical Applied Multivariable Modeling. 173-182 - Paola Tiburcio, Victor Guerrero, Hiram Ponce:
Heart Failure Disease Prediction Using Machine Learning Models. 183-191 - Oscar-Alejandro García-Trujillo, Luis Carlos Sandoval Herazo, Eddy Sánchez-Delacruz, Raymundo González Moreno:
Classification of Flood Warnings Applying a Convolutional Neural Network. 192-203 - Emmanuel Malagon, Daniel Troncoso, Andres Rubio, Hiram Ponce:
Machine Learning Techniques in Credit Default Prediction. 204-211 - Mónica Borunda, Adrián Ramírez, Raul Garduño Ramírez, Gerardo Ruiz, Sergio Hernández, O. A. Jaramillo:
Convolutional and Dense ANN for Cloud Kinetics Forecasting Using Satellite Images. 212-224 - Fernando Aguilar-Canto, Hiram Calvo:
The Role of the Number of Examples in Convolutional Neural Networks with Hebbian Learning. 225-238
Image Processing and Pattern Recognition
- Hiram Olivera-García, Jorge Cervantes-Ojeda, María del Carmen Gómez Fuentes:
Vision-Based Gesture Recognition for Smart Light Switching. 241-248 - Mauricio Mendez-Ruiz, Francisco Javier Lopez-Tiro, Daniel Flores-Araiza, Jonathan El Beze, Gilberto Ochoa-Ruiz, Miguel González-Mendoza, Jacques Hubert, Andres Mendez-Vazquez, Christian Daul:
On the Generalization Capabilities of FSL Methods Through Domain Adaptation: A Case Study in Endoscopic Kidney Stone Image Classification. 249-263
Best Paper Award
- Carlos Axel Garcia-Vega, Ricardo Espinosa, Gilberto Ochoa-Ruiz, Thomas Bazin, Luis Falcón-Morales, Dominique Lamarque, Christian Daul:
A Novel Hybrid Endoscopic Dataset for Evaluating Machine Learning-Based Photometric Image Enhancement Models. 267-281 - Pablo Cesar Quihui-Rubio, Gilberto Ochoa-Ruiz, Miguel González-Mendoza, Gerardo Rodriguez-Hernandez, Christian Mata:
Comparison of Automatic Prostate Zones Segmentation Models in MRI Images Using U-net-like Architectures. 282-296 - Rogelio García-Aguirre, Luis M. Torres-Treviño, Eva María Navarro-López, José Alberto González-González:
Towards an Interpretable Model for Automatic Classification of Endoscopy Images. 297-307 - G. Melendez-Melendez, René Cumplido:
Reversible Image Authentication Scheme with Tampering Reconstruction Based on Very Deep Super Resolution Network. 308-326 - Pedro Esteban Chavarrias-Solano, Mansoor Ali Teevno, Gilberto Ochoa-Ruiz, Sharib Ali:
Improving Artifact Detection in Endoscopic Video Frames Using Deep Learning Techniques. 327-338 - Atoany Nazareth Fierro-Radilla, Monica Larre Bolaños Cacho, Karina Ruby Perez-Daniel, Armando Arredondo Valle, Carlos Alberto López Figueroa, Gibran Benitez-Garcia:
White Blood Cell Detection and Classification in Blood Smear Images Using a One-Stage Object Detector and Similarity Learning. 339-351
Evolutionary and Metaheuristic Algorithms
- Stepan Dergachev, Konstantin S. Yakovlev:
Towards a Complete Multi-agent Pathfinding Algorithm for Large Agents. 355-367 - Ilya Ivanashev, Anton Andreychuk, Konstantin S. Yakovlev:
Analysis of the Anytime MAPF Solvers Based on the Combination of Conflict-Based Search (CBS) and Focal Search (FS). 368-382 - Sara Mandujano, Juan Carlos Ku-Cauich, Adriana Lara:
Studying Special Operators for the Application of Evolutionary Algorithms in the Seek of Optimal Boolean Functions for Cryptography. 383-396 - René Arnulfo García-Hernández, Yulia Ledeneva, Ángel Hernández-Castañeda, Gabriela Villada Ramírez:
Unification of Source-Code Re-Use Similarity Measures. 397-409 - Raquel Hernández Gómez, Jesús Guillermo Falcón-Cardona, Carlos A. Coello Coello:
Considerations in the Incremental Hypervolume Algorithm of the WFG. 410-422 - Paula Hernández Hernández, Laura Cruz Reyes, Patricia Melin, Norberto Castillo-García, Claudia Guadalupe Gómez Santillán:
A Hybrid Hyperheuristic Approach for the Containership Stowage Problem Considering the Ship Stability. 423-433 - Sidi Mohamed Douiri:
Mathematical Optimization Model for Raw Sugar Unloading Delay from Harbor to Storage Silos. 434-445
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