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Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)(4)
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scopus(14)
Computing the Concept Lattice using dendritical neural networks
Conference ObjectAbstract: Formal Concept Analysis (FCA) is a new and rich emerging discipline, and it provides efficient technPalabras claves:Dendrites, Formal concept analysis, Lattice generation, Maximal rectangles, Neural networksAutores:Andrés Mendez-Vazquez, Caro-Contreras D.E.Fuentes:scopusA Novel Framework for Fast Feature Selection Based on Multi-Stage Correlation Measures
ArticleAbstract: Datasets with thousands of features represent a challenge for many of the existing learning methodsPalabras claves:feature selection, Machine learning, python frameworkAutores:Andrés Mendez-Vazquez, Calderon-Mora A., Garcia-Ramirez I.A., Ortega-Cisneros S., Reyes-Amezcua I.Fuentes:scopusDeep Learning Architecture Reduction for fMRI Data
ArticleAbstract: In recent years, deep learning models have demonstrated an inherently better ability to tackle non-lPalabras claves:cnn, Computer Vision, deep learning, Machine learning, Transfer learningAutores:Alvarez-Gonzalez R., Andrés Mendez-VazquezFuentes:scopusFinding Significant Features for Few-Shot Learning Using Dimensionality Reduction
Conference ObjectAbstract: Few-shot learning is a relatively new technique that specializes in problems where we have little amPalabras claves:Few-shot learning, image classification, Metric learningAutores:Andrés Mendez-Vazquez, Garcia I., Gonzalez-Zapata J., Mendez-Ruiz M., Ochoa-Ruiz G.Fuentes:scopusDynamic neural networks for text classification
Conference ObjectAbstract: This research proposes an approach for text classification that uses a simple neural network calledPalabras claves:component, neural network, Short Text, Text classificationAutores:Andrés Mendez-Vazquez, Vega L.Fuentes:scopusDiscovery of possible gene relationships through the application of self-organizing maps to DNA microarray databases
ArticleAbstract: DNA microarrays and cell cycle synchronization experiments have made possible the study of the mechaPalabras claves:Autores:Andrés Mendez-Vazquez, Chavez-Alvarez R., Chavoya A.Fuentes:scopusMultimodal tucker decomposition for gated rbm inference
ArticleAbstract: Gated networks are networks that contain gating connections in which the output of at least two neurPalabras claves:Gated restricted Boltzmann machine, Tensors, tucker decomposition, unsupervised learningAutores:Andrés Mendez-Vazquez, Guardado-Medina R.O., Maldonado-Chan M.Fuentes:scopusGuided Deep Metric Learning
Conference ObjectAbstract: Deep Metric Learning (DML) methods have been proven relevant for visual similarity learning. HoweverPalabras claves:Autores:Andrés Mendez-Vazquez, Flores-Araiza D., Gonzalez-Zapata J., Mendez-Ruiz M., Ochoa-Ruiz G., Reyes-Amezcua I.Fuentes:scopusOn the Generalization Capabilities of FSL Methods Through Domain Adaptation: A Case Study in Endoscopic Kidney Stone Image Classification
Conference ObjectAbstract: Deep learning has shown great promise in diverse areas of computer vision, such as image classificatPalabras claves:Computer Vision, deep learning, Kidney stonesAutores:Andrés Mendez-Vazquez, Daul C., El-Beze J., Flores-Araiza D., Gonzalez-Mendoza M., Hubert J., Lopez-Tiro F., Mendez-Ruiz M., Ochoa-Ruiz G.Fuentes:scopusMACFE: A Meta-learning and Causality Based Feature Engineering Framework
Conference ObjectAbstract: Feature engineering has become one of the most important steps to improving model pbkp_rediction perPalabras claves:Automated feature engineering, Automated machine learning, Causal feature selectionAutores:Andrés Mendez-Vazquez, Flores-Araiza D., Ochoa-Ruiz G., Reyes-Amezcua I., Rodriguez-Tello E.Fuentes:scopus