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Publications |
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Articles: |
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Machine Learning and Pattern Recognition Lab |
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2011 |
Ansel Yoan Rodríguez González. PhD. Dissertation. “Frequent Similar Pattern Discovery for Association Rule Mining in Mixed Data”. National Institute of Astrophysics, Optics and Electronics, Mexico, March 2011. |
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2011 |
Luna Perez Rodolfo. Reconocimiento fuera de línea de palabras manuscritas basado en clasificadores neuronales topográficos. MS Dissertation |
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2010 |
Milton García Borroto. PhD. Dissertation. “Searching Extended Emerging Patterns for Supervised Classification”. National Institute of Astrophysics, Optics and Electronics, Mexico, October 2010. |
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2010 |
Saúl Solorio Fernández. M.S. Dissertation. “Unsupervised feature selection using a hybrid filter-wrapper approach”. National Institute of Astrophysics, Optics and Electronics, Mexico, December 2010. |
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2009 |
Alejandro Rojas Hernández. Hardware/Software Platform for compurting all the Irreducible Testors. M.S. Dissertation. |
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2009 |
Barbara Berenice Pineda Bautista. Feature selection methods by class. M.S. Dissertation. |
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2009 |
José Arturo Olvera López. Methods for prototype selection. PhD. Dissertation. |
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2009 |
K. Santiago Sánchez. Conjuntos Difusos tipo 2 y funciones de Similaridad aplicados al emparejamiento Difuso de Patrones. Maestría en Ciencias de la Computación |
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2009 |
Selene Hernández Rodríguez. Fast classifiers based on the most similar neighbor for mixed data. PhD. Dissertation. |
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2008 |
Airel Pérez Suárez. Clustering algorithms for generating coverings in document collections. M.S. Dissertation. |
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2008 |
Irene Olaya Ayaquica Martínez. Restricted conceptual clustering algorithms based on seeds. PhD. Dissertation. |
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2008 |
Javier Vázquez Cuchillo. Retrieval Information using maximal frequent sequences. M.S. Dissertation. |
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2008 |
R. Sánchez Jurado. Algoritmo de segmentación de habla independiente de texto con estimación automática de parámetros. Maestría en Ciencias de la Computación |
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2008 |
René Arnulfo García Hernández. Development of algorithms for maximal sequential patterns discovery. PhD. Dissertation. |
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2007 |
Edith Hernández Reyes. Document clustering based on maximal frequent sequences. M.S. Dissertation. |
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2007 |
Milton García Borroto. New prototype selection methods and their synergic application. M.S. Dissertation. |
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2007 |
Saúl López Escobar. Global clustering algorithms for mixed data. M.S. Dissertation. |
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2011 |
RP-Miner: A Relaxed Prune Algorithm for Frequent Similar Pattern Mining. Ansel Yoan Rodríguez-González, J. Fco. Martínez-Trinidad, J. A. Carrasco-Ochoa, José Ruiz-Shulcloper. Knowledge and Information Systems. Accepted. |
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2011 |
Fuzzy Emerging Patterns for Classifying Hard Domains. Milton García-Borroto, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. Knowledge and Information Systems. Accepted. |
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2011 |
CAR-NF: A Classifier based on Specific Rules with High Netconf. R. Hernández-León, Jesús A. Carrasco-Ochoa, José Fco. Martínez-Trinidad and J. Hernández-Palancar. International Journal Intelligent Data Analysis. Accepted. |
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2011 |
General Framework for Class-Specific Feature Selection. Bárbara B. Pineda-Bautista, Jesús A. Carrasco-Ochoa, and José Fco. Martínez-Trinidad. Expert Systems with Applications. Accepted. |
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2011 |
A Dynamic Clustering Algorithm for Building Overlapping Clusters. Airel Pérez-Suárez, José Fco. Martínez-Trinidad, Jesús A. Carrasco-Ochoa, José E. Medina-Pagola. International Journal Intelligent Data Analysis. Accepted. |
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2011
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Fonseca R, Gómez-Gil P, González JA, Olmos I. “Finding Patterns in Labeled graphs Using Spectrum Feature Vectors in a SOM Network” To be published in the Proceedings of the 2011 International Joint Conference of Neural Networks (IJCNN-2011), August 2011 |
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2011 |
Rosales-Pérez A, Reyes-García CA, and Gómez-Gil P. “Genetic Fuzzy Relational Neural Network for Infant Cry Classification” J.-F. Martínez-Trinidad et al. (Eds.): MCPR 2011, LNCS 6718, pp. 288–296, 2011. Springer-Verlag Berlin Heidelberg. Third Mexican Congress on Pattern Recognition, July 2011. |
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2011
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Mendoza A, Gómez-Gil P. “Herramientas para el Pronóstico de la Calificación Crediticia en las Finanzas Públicas Estatales en México: Redes Neuronales Artificiales, Modelo Probit Ordenado y Análisis Discriminante.” Las Finanzas públicas locales en México. Herramientas de Diagnóstico y Respuesta en un Entorno de Crisis, Editor: Mendoza, A. Editorial Porrúa. México, 2011, pp. 213-242. |
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2011
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Gómez-Gil P, Ramírez-Cortés JM, Pomáres Hernández SE, Alarcón-Aquino V. “A Neural Network Scheme for Long-term Forecasting of Chaotic Time Series” Neural Proceesing Letters. Vol. 33, No. 3, June 2011, pp. 215-233. Published online: March 8, 2011. DOI: 10.1007/s11063-011-9174-0 (cited at JCR Science Edition—2009) (preliminary PDF) . |
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2011
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Ramirez JM, Gómez-Gil P, Martínez J, Lopez F. “A LabView-based Autonomous Vehicle Navigation System using Robot Vision and Fuzzy Control" “Ingeniería, Investigación y Tecnología." Vol. 12, No. 2, pp. 129-136, ISNN 1405-7743 (Citada en el Índice de Revistas Mexicanas de Investigación Científica y Tecnológica de CONACYT, México) (preliminary PDF) |
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2010
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Rosas-Cholula G, Ramírez-Cortés JM, Alarcón-Aquino V, Martínez-Carballido J, Gómez-Gil P. “On signal P-300 detection for BCI applications base don wavelet analysis and ICA preprocessing.” Proceedings of 2010 IEEE Electronics, Robotics and Automotive Mechanics Conference (CERMA 2010). Cuernavaca Morelos, México. pp. 360- 365. September 2010. DOI:10.1109/CERMA.2010.48. |
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2010
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García-Pedrero A, Gómez-Gil P. “Time Series Forecasting using Recurrent Neural Networks and Wavelet Reconstructed Signals”. Proceedings of the 20th. International Conference on Electronics, Communications and Computers. CONIELECOMP 2010. Puebla, Pue. DOI: 10.1109/CONIELECOMP.2010.5440775 |
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2010
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Gómez-Gil P, Mendoza-Velázquez A. “Redes Neuronales Artificiales para calificar la capacidad de crédito de entidades Mexicanas de Gobierno”. Komputer- Sapiens Año 2, Vol. 2 Junio-Diciembre 2010, pp. ISNN 2007-0691. |
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2010
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Alarcón-Aquino V, Starostenko O, Ramírez-Cortés JM, Gómez-Gil P, García-Treviño ES. “Initialisation and training procedures for wavelet networks applied to chaotic time series.” Engineering Intelligent Systems. Vol. 18, No. 1, March 2010, CRL Publishing, ISSN 1472-8915 (cited at JCR Science Edition- 2009). |
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2010
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Ramirez-Cortes JM, Gómez-Gil P, Alarcón-Aquino V, Martinez J, Morales-Flores E. “FPGA-based educational platform for real time image processing experiments.” Computer Applications in Engineering Education. Accepted May 3, 2010. Published at early view, June 18, 2010. DOI: 10.1002/cae.20461 |
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2010 |
Full Duplicate Candidate Pruning for Frequent Connected Subgraph Mining. Andrés Gago-Alonso, Jesús A. Carrasco-Ochoa, José E. Medina-Pagola, José Fco. Martínez-Trinidad. Integrated Computer-Aided Engineering 17/3 (2010) 211-225. |
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Fast Most Similar Neighbor classifiers for Mixed Data. Selene Hernández Rodríguez, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. Computación y Sistemas. 14/1 (2010) 73-85. |
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2010 |
Prototype selection methods. J. A. Olvera-López, J. A. Carrasco-Ochoa and J. Fco. Martínez-Trinidad. Computación y Sistemas 13/4 (2010) 449-462. |
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2010 |
A review of Instance Selection Methods. J. A. Olvera-López, J. A. Carrasco-Ochoa and J. Fco. Martínez-Trinidad. Artificial Intelligence Review 34/2 (2010) 133-143. |
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2010 |
LCMine: an Efficient Algorithm for Mining Discriminative Regularities and its Application in Supervised Classification. Milton García-Borroto, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, Miguel Angel Medina-Pérez, José Ruiz-Shulcloper. Pattern Recognition Journal 43/9 (2010) 3025-3034. |
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2010 |
Finding Maximal Sequential Patterns in Text Document Collections and Single Documents. René A. García-Hernández, J. Fco. Martínez-Trinidad and J. Ariel Carrasco-Ochoa. Informatica 34 (2010) 93-101. |
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2010 |
Fast k Most Similar Neighbor Classifier for Mixed Data (Tree k-MSN). Selene Hernández-Rodríguez, J. Fco. Martínez-Trinidad, and J. A. Carrasco-Ochoa. Pattern Recognition Journal 43/3 (2010) 873-886. |
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2010 |
Algorithms for Mining Frequent Itemsets in Static and Dynamic Datasets. R. Hernández-León, J. Hernández-Palancar, Jesús A. Carrasco-Ochoa and José Fco. Martínez-Trinidad. International Journal Intelligent Data Analysis 14/3 (2010) 419-435. |
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2010 |
A New Algorithm for Mining Frequent Connected Subgraphs Based on Adjacency Matrices. Andrés Gago-Alonso, Abel Puentes-Luberta, Jesús A. Carrasco-Ochoa and José Fco. Martínez-Trinidad, José E. Medina-Pagola. International Journal Intelligent Data Analysis 14/3 (2010) 385-403. |
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2010 |
A new Fast Prototype Selection Method based on Clustering. J. Arturo Olvera-López, J. Ariel Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. Pattern Analysis and Applications Journal 13/2 (2010) 131-141. |
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2010 |
Classifying using Specific Rules with High Confidence. R. Hernández-León, J. A. Carrasco-Ochoa, J. Fco. Martínez-Trinidad and J. Hernández-Palancar. Accepted for publication in the proceedings of the Special Session of MICAI2010, IEEE Computer Society Press, pp. 75-80, 2010. |
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2010 |
Hybrid Feature Selection Method for Supervised Classification Based on Laplacian Score Ranking. Saúl Solorio-Fernández, J. Ariel Carrasco-Ochoa, and José Fco. Martínez-Trinidad. In Proc. of the 2nd Mexican Conference on Pattern Recognition (MCPR2010) Puebla, Mexico. Published in Lecture Notes in Computer Science series, 6256, Springer-Verlag, pp. 260-269, 2010. |
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2010 |
Designing RBFNNs Using Prototype Selection. Ana Cecilia Tenorio-González, José Fco Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. In Proc. of the 2nd Mexican Conference on Pattern Recognition (MCPR2010) Puebla, Mexico. Published in Lecture Notes in Computer Science series, 6256, Springer-Verlag, pp. 189-198, 2010. |
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2010 |
A New Emerging Pattern Mining Algorithm and its Application in Supervised Classification. Milton García-Borroto, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. In Proc. of 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD2010) Hyderabad, India. Published in Lecture Notes in Artificial Intelligence series, Part I, 6118, Springer-Verlag, pp. 150-157, 2010. |
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2010 |
New Dissimilarity Measures for Ultraviolet Spectra Identification. Andrés Eduardo Gutiérrez-Rodríguez, Miguel Angel Medina-Pérez, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, and Milton García-Borroto. In Proc. of the 2nd Mexican Conference on Pattern Recognition (MCPR2010) Puebla, Mexico. Published in Lecture Notes in Computer Science series, 6256, Springer-Verlag, pp. 220-229, 2010. |
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2010 |
Cascading an Emerging Pattern Based Classifier. Milton García-Borroto, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. In Proc. of the 2nd Mexican Conference on Pattern Recognition (MCPR2010) Puebla, Mexico. Published in Lecture Notes in Computer Science series, 6256, Springer-Verlag, pp. 240-249, 2010. |
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2010 |
Using Non Boolean Similarity Functions for Frequent Similar Pattern Mining. Ansel Y. Rodríguez González, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, and José Ruiz-Shulcloper. In Proc. of 23th Canadian Conference on Artificial Intelligence 2010, Ottawa, Ontario, Canada. Published in Lecture Notes in Artificial Intelligence series, 6085, Springer-Verlag, pp. 374-378, 2010. |
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2010 |
Multivariate Decision Trees using Different Splitting Attribute Subsets for Large Datasets. A. Franco-Arcega, A. Carrasco-Ochoa, G. Sánchez-Díaz, and J. Fco. Martínez-Trinidad. In Proc. of 23th Canadian Conference on Artificial Intelligence 2010, Ottawa, Ontario, Canada. Published in Lecture Notes in Artificial Intelligence series, 6085, Springer-Verlag, pp. 370-373, 2010. |
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2009 |
J. A. Olvera-López, J. Fco. Martínez-Trinidad, J. A. Carrasco-Ochoa, and J. Kittler. Prototype selection based on sequential search. International Journal Intelligent Data Analysis. Accepted. |
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2009 |
J. Arturo Olvera-López, J. Ariel Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. A new Fast Prototype Selection Method based on Clustering. Pattern Analysis and Applications Journal. Accepted. |
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2009 |
J. Ramirez, P. Gomez-Gil, G. Sanchez-Perez, Prieto-Castro, C. “A shape-based hand recognition approach using the pattern spectrum.” Journal of Electronic Imaging. Jan-March 2009. Vol. 18, No. 1. ISSN 1017-9909. Digital version: Vol. 18, 013012 (2009); DOI:10.1117/1.3099712 |
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2009
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K. Santiago-Sánchez, C. Reyes-García, P. Gómez-Gil. “Type-2 Fuzzy Sets Applied to Pattern Matching for the Classification of Cries of Infants under Neurological Risk.” To be published at the Proceedings of the 2009 International Conference of Intelligent Computing. Korea. Lecture Notes in Computer Science. |
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2009 |
P. Gómez-Gil “¿Inteligencia Computacional?, ¿Qué es eso?” El Sol de Puebla. Sección Cyber. 22 de Junio del 2009. Versión impresa, pp. 4G |
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2009 |
Sánchez-Jurado R., P. Gómez-Gil, C. Reyes-García. “Speech text-Independent Segmentation using an improvement method for identification of phoneme boundaries.” To be published at the proceedings of the 19th. International Conference on Electronics, Comunications and Computers. CONIELECOMP 2009 |
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2008 |
Airel Pérez Suárez, J. Fco. Martínez-Trinidad, Jesús Ariel Carrasco Ochoa, and José Eladio Medina Pagola. A New Graph-based Algorithm for Clustering Documents. In Proc. of IEEE Int Conf. on Data Mining, Workshop Foundations of Data Mining (FDM2008), pp. 710-719, 2008. |
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2008 |
Andrés Gago Alonso, José E. Medina Pagola, J. Ariel Carrasco-Ochoa, and José Fco. Martínez-Trinidad. Mining Frequent Connected Subgraphs Reducing the Number of Candidates. In Proc. Of European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD). Published in Lecture Notes in Artificial Intelligence, 5211, Springer-Verlag, pp.365-376, 2008. |
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2008 |
Ansel Y. Rodríguez González, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, and José Ruiz-Shulcloper. Mining Frequent Similar Patterns on Mixed Data. In Proc. of 13th Iberoamerican Congress on Pattern Recognition (CIARP2008), Habana, Cuba. Published in Lecture Notes in Computer Science series, 5197, Springer-Verlag, pp. 137-144, 2008. |
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2008 |
Fast k Most Similar Neighbor Classifier for Mixed Data based on Approximating and Eliminating. In Proc. of 12th Pacific-Asia Conference on Knowledge Discovery and DataMining (PAKDD). Published in Lecture Notes in Artificial Intelliegence, 5012, Springer-Verlag, pp.697-704, 2008. |
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2008 |
I. O. Ayaquica-Martínez, J. Fco. Martínez-Trinidad and J. Ariel Carrasco-Ochoa. Restricted Conceptual Clustering Algorithms based on Seeds. Computación y Sistemas (2007) 11/2 pp. 174-187. |
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2008 |
J. Arturo Olvera-López, J.A. Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. Prototype Selection via Prototype Relevance. In Proc. of 13th Iberoamerican Congress on Pattern Recognition (CIARP2008), Habana, Cuba. Published in Lecture Notes in Computer Science series, 5197, Springer-Verlag, pp. 153-160, 2008. |
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2008 |
J. Ramírez, P. Gómez-Gil, J. Paz-Luna, and R. Enriquez-Caldera “On Digital Signal Processing Understanding through simulation and Animation Tools” IEEE MEEM – Multidisciplinary Engineering Education Magazine. Vol. 3 No.1 Pp. 12-16. March 2008. ISSN 1558-7908. |
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2008 |
M. Romero-Moreno, J. Fco. Martínez-Trinidad, and J.A. Carrasco-Ochoa. Gait Recognition Based on Silhouette, Contour and Classifier Ensambles. In Proc. of 13th Iberoamerican Congress on Pattern Recognition (CIARP2008), Habana, Cuba. Published in Lecture Notes in Computer Science series, 5197, Springer-Verlag, pp. 527-534, 2008. |
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2008 |
P. Gómez-Gil, M. Ramírez-Cortés, J. González-Bernal, A. García-Pedrero, C. I. Prieto-Castro, D. Valencia, R. Lobato, J. E. Alonso. “A Feature Extraction Method based on Morphological Operators for Automatic Classification of Leukocytes.” Proceedings of the 2008 Seventh Mexican International Conference on Artificial Intelligence (MICAI). Published by the IEEE Computer Society. Pp. 227-232. Octuber 2008. ISBN: 978-0-7695-3441-1. Artículo ganador del 2o. lugar en el concurso de “Best paper Award” |
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2008 |
Raudel Hernández-León, José Hernández-Palancar, J.A. Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. A Novel Incremental Algorithm for Frequent Itemsets Mining in Dynamic Datasets. In Proc. of 13th Iberoamerican Congress on Pattern Recognition (CIARP2008), Habana, Cuba. Published in Lecture Notes in Computer Science series, 5197, Springer-Verlag, pp. 145-152, 2008. |
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2008 |
S. Hernández-Rodríguez, A. Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. A new incremental algorithm for induction of multivariate decision trees for large datasets. In Proc. of 8th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL2008). Published in Lecture Notes in Artificial Intelligence, 5326, Springer-Verlag, pp.282-289, 2008. |
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2008 |
Selene Hernández-Rodríguez, J. Fco. Martínez-Trinidad, and J. Ariel Carrasco-Ochoa. On the Selection of Base Prototypes for LAESA and TLAESA Classifiers. In Proc. of the 19th International Conference on Pattern Recognition (ICPR2008) in CD. |
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2008 |
Selene Hernández-Rodríguez, J.A. Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. Fast k Most Similar Neighbor Classifier for Mixed Data based on a Tree Structure and Approximating-Eliminating. In Proc. of 13th Iberoamerican Congress on Pattern Recognition (CIARP2008), Habana, Cuba. Published in Lecture Notes in Computer Science series, 5197, Springer-Verlag, pp. 364-371, 2008. |
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2007 |
Alejandro Rojas, René Cumplido, J. Ariel Carrasco-Ochoa, Claudia Feregrino, J. Fco. Martínez-Trinidad. FPGA-based Architecture for Computing Testors. In Proc. of 8th International Conference on Intelligent Data Engineering and Automated Learning, Birmingham, UK. Published in Lecture Notes in Computer Science, 4881, Springer-Verlag,, pp.188-197, 2007. |
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2007 |
J. Arturo Olvera-López, J. Ariel Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. Object Selection Based on Clustering and Border Objects. In Proc of 5th International Conference on Computer Recognition Systems, Wroclaw, Poland, published in Advances in Soft Computing series, 45, Springer-Verlag, pp. 27-34, 2007 |
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2007 |
J. Arturo Olvera-López, J. Fco. Martínez-Trinidad, and J. Ariel Carrasco-Ochoa. Mixed Data Object Selection Based on Clustering and Border Objects. In Proc. of 12th Iberoamerican Congress on Pattern Recognition, Valparaiso, Chile. Published Lecture Notes in Computer Science series, 4756, Springer-Verlag, pp. 674-683, 2007. |
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2007 |
J. Arturo Olvera-López, J. Fco. Martínez-Trinidad, and J. Ariel Carrasco-Ochoa. Restricted Sequential Floating Search Applied to Object Selection. In Proc. of 5th International Conference on Machine Learning and Data Mining, Leipzig, Germany. Published in Lecture Notes in Artificial Intelligence series, 4571, Springer-Verlag, pp. 694-702, 2007. |
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2007 |
P. Gómez-Gil, G. de-los-Santos-Torres,J. Navarrete-García, J. Ramírez-Cortés. “The Role of Neural Networks in the interpretation of Antique Handwritten Documents.” Hibrid Intelligent Systems. Analysis and Design Series: Studies at Fuzziness and Soft Computing. Vol . 208. Editors: Castillo, O. Melin, P. Kacprzyk W. 2007 Springer. ISBN-10: 3-540-37419-1. Pags. 269-281. |
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2007 |
P. Gómez-Gil. “Long Term Prediction, Chaos and Artificial Neural Networks. Where is the meeting point?” Engineering Letters. Vo. 15, Number 1. August 2007. ISSN: 1816-0948 (online version), 1816-093X (printed version). |
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2007 |
R. Pérez-Aguila, P. Gómez-Gil and A. Aguilera.“One Dimensional Kohonen Networks and Their Application to Automatic Classification of Images.” . Engineering Letters. Vo. 15, Number 1. August 2007. ISSN: 1816-0948 (online version), 1816-093X (printed version) |
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2007 |
Selene Hernández-Rodríguez, J. Ariel Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. Fast Most Similar Neighbor Classifier for Mixed Data. In Proc. of 20th Conference of the Canadian Society for Computational Studies of Intelligence, Montreal, Canada. Published in Lecture Notes in Artificial Intelligence series, 4509, Springer-Verlag, pp. 146-158, 2007. |
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2007 |
Selene Hernández-Rodríguez, J. Fco. Martínez-Trinidad, and J. Ariel Carrasco-Ochoa. Fast k Most Similar Neighbor Classifier for Mixed Data Based on a Tree Structure. In Proc. of 12th Iberoamerican Congress on Pattern Recognition, Valparaiso, Chile. Published in Lecture Notes in Computer Science series, 4756, Springer-Verlag, pp. 407-416, 2007. |