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Publications

 

Edited/Authored Books                      JCR publications                       Other journal publications

2018    2017    2016   2015   2014   2013   2012    2011    2010    2009    2008    2007    2006    2005    2004    2003    2002    2001    2000    1999    1998    1997    1996

2019:

Mining Clique Frequent Approximate Subgraphs from Multi-Graph Collections. Niusvel Acosta-Mendoza, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad, Andrés Gago-Alonso, José E. Medina-Pagola. Applied Intelligence (2019) On line.

On the relation between the concepts of Irreducible Testor and Minimal Transversal. Salvador Godoy-Calderón, Eduardo Alba-Cabrera, Manuel S. Lazo-Cortés, José Fco. Martínez-Trinidad, Jesús A. Carrasco-Ochoa. IEEE Acess 7 (2019) 82809-82816.

Cost-sensitive pattern-based classification for class imbalance problems. Octavio Loyola-González, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, and Milton García-Borroto. IEEE Acess 7 (2019) 60411-60427.

Bag of k-Nearest Visual Words for Hieroglyph Retrieval. Laura Alejandra Pinilla Buitrago, J. Ariel Carrasco-Ochoa, and José Fco. Martínez-Trinidad. Journal of Intelligent and Fuzzy Systems 36/5 (2019) 4981-4990.

Deterministic Oversampling Methods based on SMOTE. Fredy Rodríguez Torres, Jesús Ariel Carrasco-Ochoa, and José Fco. Martínez-Trinidad. Journal of Intelligent and Fuzzy Systems 36/5 (2019) 4945-4955.

Frequent Similar Pattern Mining using Non Boolean Similarity Functions. Ansel Yoan Rodríguez-González, José Fco. Martínez-Trinidad, J. A. Carrasco-Ochoa, José Ruiz-Shulcloper, and Matías Alvarado. Journal of Intelligent and Fuzzy Systems 36/5 (2019) 4931-4944.

Improved Hieroglyph Representation for Image Retrieval. Laura Alejandra Pinilla Buitrago, J. Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad, and Edgar Román-Rangel. Journal on Computing and Cultural Heritage 12/2 (2019) 13:1-13:15.

A review of Unsupervised Feature Selection Methods. Saúl Solorio-Fernández, Jesús Ariel Carrasco-Ochoa and José Fco. Martínez-Trinidad. Artificial Intelligence Review (2019).

An Improved Algorithm for Partial Clustering. G. Melendez-Melendez, D. Cruz-Paz, J. A. Carrasco-Ochoa, and José Fco. Martínez-Trinidad. Expert Systems with Applications 121 (2019) 282-291.

A Supervised Filter Feature Selection Method for Mixed Data Based on the Spectral Gap Score. Saúl Solorio-Fernández, Jesús Ariel Carrasco-Ochoa, and José Fco. Martínez-Trinidad. In Proc. of the 11th Mexican Conference on Pattern Recognition (MCPR2019) Queretaro, Mexico. Published in Lecture Notes in Computer Science series, 11524, Springer- Nature, pp. 3-13, 2019.

The Mexican Conference on Pattern Recognition After Ten Editions: A Scientometric Study. Octavio Loyola-González, Miguel Angel Medina-Pérez, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. In Proc. of the 11th Mexican Conference on Pattern Recognition (MCPR2019) Queretaro, Mexico. Published in Lecture Notes in Computer Science series, 11524, Springer- Nature, pp. 315-326, 2019.

On the Use of Constructs for Rule-Based Classification: A Case Study. Manuel S. Lazo-Cortés, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. In Proc. of the 11th Mexican Conference on Pattern Recognition (MCPR2019) Queretaro, Mexico. Published in Lecture Notes in Computer Science series, 11524, Springer-Nature, pp. 327-335, 2019.

Feature selection algorithms to reduce processing time in classification with SVMs. D. C. Toledo-Pérez, J. Rodríguez-Reséndiz, R. A. Gómez-Loenzo, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. In Proc. of the XV International Engineering Congress (CONiiN), Queretaro, Mexico, 2019.

Unsupervised Outlier detection algorithm based on k-NN and fuzzy logic. J. Renán Velázquez-González, Hayde Peregrina-Barreto, José Fco. Martínez-Trinidad. In Proc. of the 2019 IEEE International Autumn Meeting on Power, Electronics and Computing (ROPEC 2019). Ixtapa, Mexico.

2018:

A Review of Conceptual Clustering Algorithms. Airel Pérez-Suárez, José Fco. Martínez-Trinidad, Jesús A. Carrasco-Ochoa, and José E. Medina-Pagola. Artificial Intelligence Review (2018).

Editorial of Special Issue MCPR 2016 in Volume 32(1) IJPRAI. José Fco. Martínez-Trinidad, Jesus Ariel Carrasco Ochoa, Victor Ayala-Ramirez and Jose Arturo Olvera-Lopez. International Journal of Pattern Recognition and Artificial Intelligence 32/1 (2018) 5 pages .

Extensions to AGraP Algorithm for Finding a Reduced Set of Inexact Graph Patterns. Marisol Flores-Garrido, Jesús Ariel Carrasco-Ochoa and José Fco. Martínez-Trinidad. International Journal of Pattern Recognition and Artificial Intelligence 32/1 (2018) 28 pages.

Revisiting Two-stage Feature Selection based on Coverage Policies for Text Classification. Arquímides Méndez-Molina, Ana Li Oña-García, Jesús Ariel Carrasco-Ochoa and José Fco. Martínez-Trinidad. Journal of Intelligent & Fuzzy Systems 34/5 (2018) 2949-2957.

Accurate and Fast Prototype Selection based on the Notion of Relevant and Border Prototypes. Jose Arturo Olvera-Lopez, Jesus Ariel Carrasco Ochoa and  José Fco. Martínez-Trinidad. Journal of Intelligent & Fuzzy Systems 34/5 (2018) 2923-2934.

A New Algorithm for Reduct Computation based on Gap Elimination and Attribute Contribution. Vladimir Rodríguez-Diez, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, and Manuel Lazo-Cortés. Information Sciences 435 (2018) 111123.

Closed Frequent Similar Pattern Mining: Reducing the Number of Frequent Similar Patterns without Information Loss. Ansel Yoan Rodríguez-González, Fernando Lezama, Carlos A. Iglesias-Alvarez, José Fco. Martínez-Trinidad, J. A. Carrasco-Ochoa, and Enrique Munoz de Cote. Expert Systems with Applications 95 (2018) 271-283.

Class-specific Reducts Instead of Classic ones in a Rule-based Classifier: A Case Study. Manuel S. Lazo-Cortés, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. In Proc. of the 10th Mexican Conference on Pattern Recognition (MCPR2018) Puebla, Mexico. Published in Lecture Notes in Computer Science series, 10880, Springer-Verlag, pp. 23-30, 2018.

Including Foreground and Background Information in Maya Hieroglyph Representation. Laura Alejandra Pinilla Buitrago, J. Ariel Carrasco-Ochoa, and José Fco. Martínez-Trinidad. In Proc. of the 10th Mexican Conference on Pattern Recognition (MCPR2018) Puebla, Mexico. Published in Lecture Notes in Computer Science series, 10880, Springer-Verlag, pp. 238-247, 2018.

Image Clustering based on Frequent Approximate Subgraph Mining. Niusvel Acosta-Mendoza, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad, Andrés Gago-Alonso, and José E. Medina-Pagola. In Proc. of the 10th Mexican Conference on Pattern Recognition (MCPR2018) Puebla, Mexico. Published in Lecture Notes in Computer Science series, 10880, Springer-Verlag, pp. 189-198, 2018.

The Impact of Basic Matrix Dimension on the Performance of Algorithms for Computing Typical Testors. Vladimir Rodríguez-Diez, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, and Manuel Lazo-Cortés. In Proc. of the 10th Mexican Conference on Pattern Recognition (MCPR2018) Puebla, Mexico. Published in Lecture Notes in Computer Science series, 10880, Springer-Verlag, pp. 41-50, 2018.

Multi-Graph Frequent Approximate Subgraph Mining for Image Clustering. Niusvel Acosta-Mendoza, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad, Andrés Gago-Alonso, José E. Medina-Pagola. In Proc. of the 6th International Workshop on Pattern Recognition and Artificial Intelligence (IWAIPR'2018) Havana, Cuba. Published in Lecture Notes in Computer Science series, 11047, Springer-Verlag, pp. 133-140, 2018.

Ranking Based Unsupervised Feature Selection Methods: An Empirical Comparative Study in High Dimensional Datasets. Saúl Solorio-Fernández, Jesús Ariel Carrasco-Ochoa, and José Fco. Martínez-Trinidad. In Proc. of the 17th Conference on Artificial Intelligence (MICAI'2018) Guadalajara, Mexico. Published in Lecture Notes in Artificial Intelligence series, 11288, Springer-Verlag, pp. 1-14, 2018.

2017:

A New Unsupervised Spectral Feature Selection Method for Mixed Data: A Filter Approach. Saúl Solorio-Fernández, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa. Pattern Recognition 72 (2017) 314-326.

Editorial of Special Issue MCPR 2015 in Volume 21(3). A. Famili, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, Jose Arturo Olvera-Lopez, and Juan Humberto Sossa-Azuela. Intelligent Data Analysis 21/3 (2017) 463-465.

Evaluation of quality measures for contrast patterns by using unseen objects. Milton García-Borroto, Octavio Loyola-González, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. Expert Systems with Applications 83 (2017) 104-113.

Image Compression without Loss using Classifier 1-NN to Adapt the Coefficients of Lifting Filters. Ignacio Hernández-Bautista, Oleksiy B. Pogrebnyak, J.A. Carrasco-Ochoa, José Fco. Martínez-Trinidad, José Juan Carbajal-Hernández. DYNA 92/2 (2017) 143.

Extension of Canonical Adjacency Matrices for Frequent Approximate Subgraph Mining on Multi-graph Collections. Niusvel Acosta-Mendoza, Andrés Gago-Alonso, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad, José E. Medina-Pagola. International Journal of Pattern Recognition and Artificial Intelligence 31/8 (2017) 1-25.

PBC4cip: A New Contrast Pattern-based Classifier for Class Imbalance Problems. Octavio Loyola-González, Miguel Angel Medina-Pérez, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, Raúl Monroy and Milton García-Borroto. Knowledge-Based Systems 115 (2017) 100-109.

An Algorithm for Computing Goldman Fuzzy Reducts. Jesús Ariel Carrasco-Ochoa, Manuel S. Lazo-Cortés, and José Fco. Martínez-Trinidad. In Proc. of the 9th Mexican Conference on Pattern Recognition (MCPR2017) Huatulco, Mexico. Published in Lecture Notes in Computer Science series, 10267, Springer-Verlag, pp. 3-12, 2017.

A Novel Contrast Pattern Selection Method for Class Imbalance Problems. Octavio Loyola-González, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa and Milton García-Borroto. In Proc. of the 9th Mexican Conference on Pattern Recognition (MCPR2017) Huatulco, Mexico. Published in Lecture Notes in Computer Science series, 10267, Springer-Verlag, pp. 42-52, 2017.

Fast-BR vs. Fast-CT EXT: An Empirical Performance Study. Vladimir Rodríguez-Diez, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, and Manuel Lazo-Cortés. In Proc. of the 9th Mexican Conference on Pattern Recognition (MCPR2017) Huatulco, Mexico. Published in Lecture Notes in Computer Science series, 10267, Springer-Verlag, pp. 127-136, 2017.

Mining Generalized Closed Frequent Approximate Subgraphs from Multi-graph Collections. Niusvel Acosta-Mendoza, Andrés Gago-Alonso, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad, José E. Medina-Pagola. In Proc. of the 22th Iberoamerican Congress on Pattern Recognition (CIARP2017) Valparaiso, Chile. Published in Lecture Notes in Computer Science series, 10657, Springer-Verlag, pp. 10-18, 2017.

2016:

A New Hybrid Filter-wrapper Feature Selection Method for Clustering based on Ranking. Saúl Solorio-Fernández, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad. Neurocomputing 214 (2016) 866-880.

Effect of Class Imbalance on Quality Measures for Contrast Patterns: An Experimental Study. Octavio Loyola-González, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa and Milton García-Borroto. Information Sciences 374 (2016) 179-192.

Ajuste de Filtros Wavelet Utilizando K-NN para Compresión de Imágenes sin Perdida. Ignacio Hernández-Bautista, Oleksiy B. Pogrebnyak, J.A. Carrasco-Ochoa, José Fco. Martínez-Trinidad, José Juan Carbajal-Hernández. DYNA New Technologies 3/1 (2016) 1-14.

A New Algorithm for Approximate Pattern Mining in Multi-graph Collections. Niusvel Acosta-Mendoza, Andrés Gago-Alonso, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad, José E. Medina-Pagola. Knowledge-Based Systems 109 (2016) 198-207.

Adjustment of Wavelet Filters for Image Compression Using Artificial Intelligence. Ignacio Hernández-Bautista, J.A. Carrasco-Ochoa, José Fco. Martínez-Trinidad, Oscar Camacho Nieto, Oleksiy B. Pogrebnyak. Polibits 53 (2016) 2330.

A New Algorithm for Computing Reducts based on the Binary Discernibility Matrix. Manuel S. Lazo-Cortés, José Fco. Martínez-Trinidad, J.A. Carrasco-Ochoa and Guillermo Sanchez Diaz. Intelligent Data Analysis 20 (2016) 317337.

Improving Graph-Based Image Classification by using Emerging Patterns as Attributes. Niusvel Acosta-Mendoza, Andrés Gago-Alonso, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad, José E. Medina-Pagola. Engineering Applications of Artificial Intelligence 50 (2016) 215225.

Study of the Impact of Resampling Methods for Contrast Pattern based Classifiers in Imbalanced Databases. Octavio Loyola-González, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa and Milton García-Borroto. Neurocomputing 175 (2016) 935947.

Editorial Special Issue MCPR 2014: Advances in pattern recognition methodologies and applications. Ching Y. Suen, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, Jose Arturo Olvera-Lopez. Neurocomputing 175 (2016) 835–837.

SMOTE-D a Deterministic Version of SMOTE. Fredy Rodríguez Torres, Jesús Ariel Carrasco-Ochoa, and José Fco. Martínez-Trinidad. In Proc. of the 8th Mexican Conference on Pattern Recognition (MCPR2016) Guanajuato, Mexico. Published in Lecture Notes in Computer Science series, 9703, Springer-Verlag, pp. 177-188, 2016.

A Glance to the Goldman's Testors from the Point of View of Rough Set Theory. Manuel S. Lazo-Cortés, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa. In Proc. of the 8th Mexican Conference on Pattern Recognition (MCPR2016) Guanajuato, Mexico. Published in Lecture Notes in Computer Science series, 9703, Springer-Verlag, pp. 189-197, 2016.

Detecting Pneumatic Failures on Temporary Immersion Bioreactors. Octavio Loyola-González, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, Dayton Hernández-Tamayo, Milton García-Borroto. In Proc. of the 8th Mexican Conference on Pattern Recognition (MCPR2016) Guanajuato, Mexico. Published in Lecture Notes in Computer Science series, 9703, Springer-Verlag, pp. 293-302, 2016.

Linear Model Optimizer vs Neural Networks: a Comparison for Improving the Quality and Saving of LED-Lighting Control Systems. Víctor Lobato-Ríos, Viviana del Rocío Hernández-Castañón, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad. In Proc. of the 23rd International Conference on Pattern Recognition (ICPR) Cancun, Mexico. Published by IEEE, pp. 2665-2670, 2016.

 

2015:

Mining Patterns for Clustering using Unsupervised Decision Trees. A.E. Gutierrez-Rodríguez, José Fco. Martínez-Trinidad, M. García-Borroto, J.A. Carrasco-Ochoa. Intelligent Data Analysis 19 (2015) 12971310.

A Fast Hardware-Software Platform for Computing Irreducible Testors. Vladimir Rodríguez-Diez, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, Manuel Lazo-Cortés, Claudia Feregrino-Uribe, René Cumplido. Expert Systems with Applications 42/24 (2015) 9612-9619.

AGraP: an Algorithm for Mining Frequent Patterns in a Single Graph using Inexact Matching. Marisol Flores-Garrido, Jesús Ariel Carrasco-Ochoa and José Fco. Martínez-Trinidad. Knowledge and Information Systems 44/2 (2015) 385-406.

Mining Patterns for Clustering on Numerical Datasets using Unsupervised Decision Trees. A.E. Gutierrez-Rodríguez, José Fco. Martínez-Trinidad, Milton García-Borroto and Jesús Ariel Carrasco-Ochoa. Knowledge-Based Systems 82 (2015) 70-79.

Finding the Best Diversity Generation Procedures for Mining Contrast Patterns. Milton García-Borroto, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. Expert Systems with Applications 42/11 (2015), pp.48594866.

A Nectar of Frequent Approximate Subgraph Mining for Image Classification. Niusvel Acosta-Mendoza, Andrés Gago-Alonso, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad, José E. Medina-Pagola. Revista Cubana de Ciencias Informáticas, 9/1, (2015), pp.1-5

Special Issue Section: Pattern Recognition Applications in Computer Vision and Image Analysis. José Fco. Martínez-Trinidad, J. Ariel Carrasco-Ochoa, Joaquin Salas and Gabriella Sanniti Di Baja. Pattern Recognition 48/4 10251026 (2015).

Special Issue: Advances in Pattern Recognition. J. Arturo Olvera-López, J. Fco. Martínez-Trinidad, J. Ariel Carrasco-Ochoa, and Ching Y. Suen. Research in Computing Science Vol. 96 (2015) pp. 5.

On the Relation between Rough Set Reducts and Typical Testors. Manuel Sabino Lazo-Cortés, José Fco. Martínez-Trinidad, J.A. Carrasco-Ochoa, G. Sánchez-Díaz. Information Science 294 (2015) 152-163.

A New Method Based on Graph Transformation for FAS Mining in Multi-graph Collections. Niusvel Acosta-Mendoza, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad, Andrés Gago-Alonso, José E. Medina-Pagola. In Proc. of the 7th Mexican Conference on Pattern Recognition (MCPR2015) Mexico City, Mexico. Published in Lecture Notes in Computer Science series, 9116, Springer-Verlag, pp. 13-22, 2015.

Prototype Selection for Graph Embedding Using Instance Selection. Magdiel Jiménez-Guarneros, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad. In Proc. of the 7th Mexican Conference on Pattern Recognition (MCPR2015) Mexico City, Mexico. Published in Lecture Notes in Computer Science series, 9116, Springer-Verlag, pp. 84-92, 2015.

Computing Constructs by Using Typical Testor Algorithms. Manuel S. Lazo-Cortés, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad, Guillermo Sanchez-Diaz. In Proc. of the 7th Mexican Conference on Pattern Recognition (MCPR2015) Mexico City, Mexico. Published in Lecture Notes in Computer Science series, 9116, Springer-Verlag, pp. 44-53, 2015.

A Different Approach for Pruning Micro-clusters in Data Stream Clustering. Argenis A. Aroche-Villarruel, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, Airel Pérez-Suárez. In Proc. of the 7th Mexican Conference on Pattern Recognition (MCPR2015) Mexico City, Mexico. Published in Lecture Notes in Computer Science series, 9116, Springer-Verlag, pp. 33-43, 2015.

Correlation of Resampling Methods for Contrast Pattern Based Classifiers. Octavio Loyola-González, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, Milton García-Borroto. In Proc. of the 7th Mexican Conference on Pattern Recognition (MCPR2015) Mexico City, Mexico. Published in Lecture Notes in Computer Science series, 9116, Springer-Verlag, pp. 93-102, 2015.

 

2014:

Combining Hybrid Rule Ordering Strategies based on Netconf and a Novel Satisfaction Mechanism for CAR-based Classifiers. R. Hernández-León;Jesús A. Carrasco-Ochoa, José Fco. Martínez-Trinidad, and J. Hernández-Palancar. Intelligent Data Analysis 18/Suplement 6, S89-S100, (2014).

An Empirical Comparison Among Quality Measures for Pattern Based Classifiers. Octavio Loyola-González, Milton García-Borroto, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. Intelligent Data Analysis 18/Suplement 6, S5-S17, (2014).

A Survey of Emerging Patterns for Supervised Classification. Milton García-Borroto, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. Artificial Intelligence Review 42/4 (2014) 705-721.

Applying balancing techniques in traffic sign recognition. Sheila Esmeralda Gonzalez-Reyna, José Fco. Martínez-Trinidad, J. Ariel Carrasco-Ochoa, J. Gabriel Aviña-Cervantes, Sergio Ledesma-Orozco. Artificial Intelligence Research 3/4 (2014) 38-42.

Mining Maximal Frequent Patterns in a Single Graph using Inexact Matching. Marisol Flores-Garrido, Jesús Ariel Carrasco-Ochoa and José Fco. Martínez-Trinidad. Knowledge-Based Systems 66 (2014) 166-177.

Introduction to the special issue on supervised and unsupervised classification techniques and their applications. Kim L. Boyer, José Fco. Martínez-Trinidad, and J. Ariel Carrasco-Ochoa. Pattern Recognition Letters 41 (2014) 1-2.

Special Issue: Advances in Pattern Recognition. J. Arturo Olvera-López, J. Fco. Martínez-Trinidad, J. Ariel Carrasco-Ochoa, and Ching Y. Suen. Research in Computing Science Vol. 71 (2014) pp 1.

On Two Definitions of Reduct. Manuel S. Lazo-Cortés, José Fco. Martínez-Trinidad, and J. A. Carrasco-Ochoa. In Proc. of the 6th Mexican Conference on Pattern Recognition (MCPR2014) Cancun, Mexico. Published in Lecture Notes in Computer Science series, 8495, Springer-Verlag, pp. 31-40, 2014.

Studying Netconf in Hybrid Rule Ordering Strategies for Associative Classification. Raudel Hernández-León, José Hernández-Palancar, J. A. Carrasco-Ochoa, and José Fco. Martínez-Trinidad. In Proc. of the 6th Mexican Conference on Pattern Recognition (MCPR2014) Cancun, Mexico. Published in Lecture Notes in Computer Science series, 8495, Springer-Verlag, pp. 51-60, 2014.

Study of Overlapping Clustering Algorithms based on Kmeans through FBcubed Metric. Argenis A. Aroche-Villarruel, J. A. Carrasco-Ochoa, José Fco. Martínez-Trinidad, J. Arturo Olvera-López, and Airel Pérez-Suárez. In Proc. of the 6th Mexican Conference on Pattern Recognition (MCPR2014) Cancun, Mexico. Published in Lecture Notes in Computer Science series, 8495, Springer-Verlag, pp. 112-121, 2014.

A New Method for Skeleton Pruning from Binary Shapes. Laura Alejandra Pinilla-Buitrago, José Fco. Martínez-Trinidad, and J. A. Carrasco-Ochoa. In Proc. of the 6th Mexican Conference on Pattern Recognition (MCPR2014) Cancun, Mexico. Published in Lecture Notes in Computer Science series, 8495, Springer-Verlag, pp. 301-310, 2014.

A Hardware Architecture for Filtering Irreducible Testors. Vladímir Rodríguez, José Fco. Martínez-Trinidad, J. A. Carrasco-Ochoa, Manuel S. Lazo-Cortés, René Cumplido-Parra and Claudia Feregrino-Uribe. In Proc. of the 2014 IEEE International Conference on ReConFigurable Computing and FPGAs (ReConFig 2014) Cancun, Mexico, 2014.

Graph Clustering via Inexact Patterns. Marisol Flores-Garrido, Jesús-Ariel Carrasco-Ochoa, and José Fco. Martínez-Trinidad, Lecture Notes in Computer Science, Volume 8827, pp. 391-398, 2014.

 

2013:

OClustR: A New Graph-based Algorithm for Overlapping Clustering. Airel Pérez-Suárez, José Fco. Martínez-Trinidad, Jesús A. Carrasco-Ochoa, José E. Medina-Pagola. Neurocomputing 121 (2013) 234-247.

An Algorithm based on Density and Compactness for Dynamic Overlapping Clustering. Airel Pérez-Suárez, José Fco. Martínez-Trinidad, Jesús A. Carrasco-Ochoa, José E. Medina-Pagola. Pattern Recognition Journal 46/11 (2013) 30403055.

Mining Frequent Patterns and Association Rules using Similarities. Ansel Yoan Rodríguez-González, José Fco. Martínez-Trinidad, J. A. Carrasco-Ochoa, José Ruiz-Shulcloper. Expert Systems with Applications 40/17 (2013), pp. 68236836.

Decision Trees based Classifiers for Large Datasets. A. Franco-Arcega, Jesús A. Carrasco-Ochoa, G. Sánchez-Díaz and José Fco. Martínez-Trinidad. Computación y Sistemas 17/1 (2013) 95-102.

Advances in Pattern Recognition Methodology and Applications. Edwin Hancock, José Fco. Martínez-Trinidad, and J. Ariel Carrasco-Ochoa. Pattern Recognition Letters 34/4 (2013) 359-360.

Special Issue: Advances in Pattern Recognition. J. Arturo Olvera-López, J. Fco. Martínez-Trinidad, J. Ariel Carrasco-Ochoa, Joaquín Salas Rodríguez, and Gabriella Sanniti di Baja. Research in Computing Science Vol. 61 (2013) pp. 1-2.

Water Quality Assessment in Shrimp Culture using an Analytical Hierarchical Process. José Juan Carbajal-Hernández, Luis P. Sánchez-Fernández, Luis A. Villa-Vargas, Jesús A. Carrasco-Ochoa, and José Fco. Martínez-Trinidad. Ecological Indicators 29 (2013) 148-158.

Automatic discovery of Web Query Interfaces using Machine Learning Techniques. Heidy M. Marín-Castro, Victor J. Sosa-Sosa, José Fco. Martínez-Trinidad and Ivan López-Arevalo. Journal of Intelligent Information Systems 40 (2013) 85-108.

Instance Rank Based on Borders for Instance Selection. Pablo Hernández-Leal, J. Ariel Carrasco-Ochoa, José. Fco. Martínez-Trinidad, J. Arturo Olvera-López. Pattern Recognition Journal 46 (2013) 365375.

An Empirical Study of Oversampling and Undersampling for Instance Selection Methods on Imbalance Datasets. Julio Hernandez, Jesús Ariel Carrasco-Ochoa, and José Fco. Martínez-Trinidad. In Proc. of the 18th Iberoamerican Congress on Pattern Recognition (CIARP2013) Havana, Cuba. Published in Lecture Notes in Computer Science series, Part I, 8258, Springer-Verlag, pp. 262-269, 2013.

Feature Space Reduction for Graph-Based Image Classification. Niusvel Acosta-Mendoza, Andrés Gago-Alonso, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad, and José E. Medina-Pagola. In Proc. of the 18th Iberoamerican Congress on Pattern Recognition (CIARP2013) Havana, Cuba. Published in Lecture Notes in Computer Science series, Part I, 8258, Springer-Verlag, pp. 246-253, 2013.

New Scheme of Penalty to Optimal Subsequence Bijection. Laura Alejandra Pinilla Buitrago, José Fco. Martínez-Trinidad, J. Ariel Carrasco-Ochoa. In Proc. of the 18th Iberoamerican Congress on Pattern Recognition (CIARP2013) Havana, Cuba. Published in Lecture Notes in Computer Science series, Part I, 8258, Springer-Verlag, pp. 206-213, 2013.

Easy Categorization of Attributes in Decision Tables Based on Basic Binary Discernibility Matrix. Manuel S. Lazo-Cortés, José Fco. Martínez-Trinidad, J. Ariel Carrasco-Ochoa, Guillermo Sánchez-Díaz. In Proc. of the 18th Iberoamerican Congress on Pattern Recognition (CIARP2013) Havana, Cuba. Published in Lecture Notes in Computer Science series, Part I, 8258, Springer-Verlag, pp. 302-310, 2013.

Comparing Quality Measures for Contrast Pattern Classifiers. Milton García-Borroto, Octavio Loyola-Gonzalez, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. In Proc. of the 18th Iberoamerican Congress on Pattern Recognition (CIARP2013) Havana, Cuba. Published in Lecture Notes in Computer Science series, Part I, 8258, Springer-Verlag, pp. 311-318, 2013.

An Empirical Study of Oversampling and Undersampling Methods for LCMine an Emerging Pattern Based Classifier. Octavio Loyola-González, Milton García-Borroto, Miguel Angel Medina-Pérez, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, Guillermo De Ita Luna. In Proc. of the 5th Mexican Conference on Pattern Recognition (MCPR2013) Queretaro, Mexico. Published in Lecture Notes in Computer Science series, 7914, Springer-Verlag, pp. 264-273, 2013.

 

2012:

Building Fast Decision Trees from Large Training Sets. A. Franco-Arcega, Jesús A. Carrasco-Ochoa, G. Sánchez-Díaz and José Fco. Martínez-Trinidad. International Journal Intelligent Data Analysis 16/4 (2012) 649-664.

Assessment and Prediction of Air Quality using Fuzzy Logic and Autoregressive Models Atmospheric Environment. José Juan Carbajal-Hernández, Jesús A. Carrasco-Ochoa, Luis P. Sánchez-Fernández and José Fco. Martínez-Trinidad. Atmospheric Environment 60 (2012) 37-50.

Classification based on Specific Rules and Inexact Coverage. R. Hernández-León, Jesús A. Carrasco-Ochoa, José Fco. Martínez-Trinidad and J. Hernández-Palancar. Expert Systems with Applications 39/12 (2012) 11203-11211.

Immediate water quality assessment in shrimp culture using fuzzy inference systems. José Juan Carbajal-Hernández, Luis P. Sánchez-Fernández, Jesús A. Carrasco-Ochoa, José Fco. Martínez-Trinidad. Expert Systems with Applications 39/12 (2012) 10571-10582.

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 16/2 (2012) 211-232.

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 16/1 (2012) 49-68.

Hardware-Software Platform for Computing Irreducible Testors. Alejandro Rojas, René Cumplido, J. Ariel Carrasco-Ochoa, Claudia Feregrino, José Fco. Martínez-Trinidad. Expert Systems with Applications 39/2 (2012) 2203-2210.

A New Overlapping Clustering Algorithm Based on Graph Theory. Airel Pérez-Suárez, José Fco. Martínez-Trinidad, Jesús A. Carrasco-Ochoa, José E. Medina-Pagola. In Proc. of the 11th Mexican International Conference on Artificial Intelligence (MICAI2012) San Luis Potosi, Mexico. Published in Lecture Notes in Computer Science series, Part I, 7629, Springer-Verlag, pp. 61-72, 2013.

Nested Dichotomies Based on Clustering. Miriam Mónica Duarte-Villaseñor, Jesús Ariel Carrasco-Ochoa, José Fco. Martínez-Trinidad and Marisol Flores-Garrido. In Proc. of the 17th Iberoamerican Congress on Pattern Recognition (CIARP2012) Buenos Aires, Argentina. Published in Lecture Notes in Computer Science series, 7441, Springer-Verlag, pp. 162-169, 2012.

CAR-NF+ : An Improved Version of CAR-NF Classifier. Raudel Hernández-León, José Hernández-Palancar, Jesus Ariel Carrasco-Ochoa and José Fco. Martínez-Trinidad. In Proc. of the 17th Iberoamerican Congress on Pattern Recognition (CIARP2012) Buenos Aires, Argentina. Published in Lecture Notes in Computer Science series, 7441, Springer-Verlag, pp. 455-462, 2012.

A Modification of the Lernmatrix for Real Valued Data Processing. José Juan Carbajal-Hernández, Luis P. Sánchez-Fernández, Luis A. Sánchez-Pérez, Jesús Ariel Carrasco-Ochoa and José Fco. Martínez-Trinidad. In Proc. of the 17th Iberoamerican Congress on Pattern Recognition (CIARP2012) Buenos Aires, Argentina. Published in Lecture Notes in Computer Science series, 7441, Springer-Verlag, pp. 487-494, 2012.

Genetic Algorithm for Multidimensional Scaling over Mixed and Incomplete Data. Pedro Tecuanhuehue-Vera, Jesús Ariel Carrasco-Ochoa and José Fco. Martínez-Trinidad. In Proc. of the 4th Mexican Conference on Pattern Recognition (MCPR2012) Huatulco, Mexico. Published in Lecture Notes in Computer Science series, 7329, Springer-Verlag, pp. 226-235, 2012.

A New Document Author Representation for Authorship Attribution. Adrián Pastor López-Monroy, Manuel Montes-y-Gómez, Luis Villaseñor-Pineda, Jesús Ariel Carrasco-Ochoa and José Fco. Martínez-Trinidad, In Proc. of the 4th Mexican Conference on Pattern Recognition (MCPR2012) Huatulco, Mexico. Published in Lecture Notes in Computer Science series, 7329, Springer-Verlag, pp. 283-292, 2012.

Hybrid Feature Selection Method for Biomedical Datasets. Saúl Solorio-Fernández, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, Yan-Qing Zhang, IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, San Diego CA, USA, pp. 150-155, 9-12 May 2012.

Maximal Sequential Patterns: A tool for Quantitative Semantic in Text Analysis. René Arnulfo García-Hernández, J. Fco. Martínez-Trinidad, J. A. Carrasco-Ochoa. Book Chapter in Ramon F. Brena and Adolfo Guzman-Arenas (Editors). Quantitative Semantics and Soft computing Methods for the web: Perspectives and Applications. Ch. 10, 204-227, IGI Global 2012.

 

2011:

Reducing the Number of Canonical Form Tests for Frequent Subgraph Mining. Andrés Gago-Alonso, Jesús A. Carrasco-Ochoa, José E. Medina-Pagola and José Fco. Martínez-Trinidad. Computación y Sistemas 15(2) 251-265 (2011).

Special Issue: Progress in Pattern Recognition. J. Fco. Martínez-Trinidad, J. Ariel Carrasco-Ochoa, and Juan Humberto Sossa Azuela. Computación y Sistemas 15/2 (2011).

Decision Tree Induction using a Fast Splitting Attribute Selection for Large Datasets. A. Franco-Arcega, Jesús A. Carrasco-Ochoa, G. Sánchez-Díaz and José Fco. Martínez-Trinidad. Expert Systems with Applications 38 (2011) 14290-14300.

General Framework for Class-Specific Feature Selection. Bárbara B. Pineda-Bautista, Jesús A. Carrasco-Ochoa, and José Fco. Martínez-Trinidad. Expert Systems with Applications 38/8 (2011) 1001810024.

Fuzzy Emerging Patterns for Classifying Hard Domains. Milton García-Borroto, José Fco. Martínez-Trinidad, and Jesús Ariel Carrasco-Ochoa. Knowledge and Information Systems 28/2 (2011) 473-489.

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 27/3 (2011) 451-471.

 

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.

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.

Prototype Selection Methods. J. A. Olvera-López, J. A. Carrasco-Ochoa and J. Fco. Martínez-Trinidad. Computación y Sistemas 13/4 (2010) 449-462.

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.

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.

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.

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.

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.

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.

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.

Special Issue: Advances in Pattern Recognition. J. Ariel Carrasco-Ochoa, J. Fco. Martínez-Trinidad and Juan Humberto Sossa Azuela. Research in Computing Science Vol. 44 (2010).

Classifying using Specific Rules with High Confidence. R. Hernández-León, J. A. Carrasco-Ochoa, J. Fco. Martínez-Trinidad and J. Hernández-Palancar. Proceedings of the Special Session of MICAI2010, IEEE Computer Society Press, pp. 75-80, 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.

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.

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.

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.

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.

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.

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.

 

2009:

A New Incremental Algorithm for Overlapped Clustering. Airel Pérez Suárez, J. Fco. Martínez-Trinidad, J.A. Carrasco-Ochoa and José Eladio Medina Pagola. In Proc. of 14th Iberoamerican Congress on Pattern Recognition (CIARP2009), Guadalajara, Mexico. Published in Lecture Notes in Computer Science series, 5856, Springer-Verlag, pp. 497-504, 2009.

Using Maximum Similarity Graphs to Edit Nearest Neighbor Classifiers. Milton García-Borroto, Yenny Villuendas-Rey, J.A. Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. In Proc. of 14th Iberoamerican Congress on Pattern Recognition (CIARP2009), Guadalajara, Mexico. Published in Lecture Notes in Computer Science series, 5856, Springer-Verlag, pp. 489-496, 2009.

Finding Small Consistent Subset for the Nearest Neighbor Classifier based on Support graphs. Milton García-Borroto, Yenny Villuendas-Rey, J.A. Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. In Proc. of 14th Iberoamerican Congress on Pattern Recognition (CIARP2009), Guadalajara, Mexico. Published in Lecture Notes in Computer Science series, 5856, Springer-Verlag, pp. 465-472, 2009.

Duplicate Candidate Elimination and Fast Support Calculation for Frequent Subgraph Mining. Andrés, Gago-Alonso, J. Fco. Martínez-Trinidad, J.A. Carrasco-Ochoa, and José Eladio, Medina-Pagola. In Proc. of 10th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL2009). Published in Lecture Notes in Computer Science series, 5788, Springer-Verlag, pp.292-299, 2009.

Taking Advantage of Class-Specific Feature Selection. Bárbara B. Pineda-Bautista, J.A. Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. In Proc. of 10th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL2009). Published in Lecture Notes in Computer Science series, 5788, Springer-Verlag, pp.1-8, 2009.

Prototype Selection based on Sequential Search. J. A. Olvera-López, J. Fco. Martínez-Trinidad, J. A. Carrasco-Ochoa, and J. Kittler. International Journal Intelligent Data Analysis 13/4 (2009) 599-631.

 

2008:

A New Graph-based Algorithm for Clustering Documents. Airel Pérez Suárez, J. Fco. Martínez-Trinidad, Jesús Ariel Carrasco Ochoa, and José Eladio Medina Pagola. In Proc. of IEEE Int Conf. on Data Mining, Workshop Foundations of Data Mining (FDM2008), pp. 710-719, 2008.

On the Selection of Base Prototypes for LAESA and TLAESA Classifiers. Selene Hernández-Rodríguez, J. Fco. Martínez-Trinidad, and J. Ariel Carrasco-Ochoa. In Proc. of the 19th International Conference on Pattern Recognition (ICPR2008) in CD.

A New Incremental Algorithm for Induction of Multivariate Decision Trees for Large Datasets. Anilu Franco-Arcega, A. Carrasco-Ochoa, Guillermo Sánchez-Díaz and J. Fco. Martínez-Trinidad. In Proc. of 8th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL2008). Published in Lecture Notes in Computer Sciences series, 5326, Springer-Verlag, pp.282-289, 2008.

Mining Frequent Connected Subgraphs Reducing the Number of Candidates. Andrés Gago Alonso, José E. Medina Pagola, J. Ariel Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. 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.

Fast k Most Similar Neighbor Classifier for Mixed Data based on a Tree Structure and Approximating-Eliminating. Selene Hernández-Rodríguez, J.A. Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. In Proc. of 13th Iberoamerican Congress on Pattern Recognition (CIARP2008), Havana, Cuba. Published in Lecture Notes in Computer Science series, 5197, Springer-Verlag, pp. 364-371, 2008.

Prototype Selection via Prototype Relevance. J. Arturo Olvera-López, J.A. Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. In Proc. of 13th Iberoamerican Congress on Pattern Recognition (CIARP2008), Havana, Cuba. Published in Lecture Notes in Computer Science series, 5197, Springer-Verlag, pp. 153-160, 2008.

Gait Recognition Based on Silhouette, Contour and Classifier Ensambles. M. Romero-Moreno, J. Fco. Martínez-Trinidad, and J.A. Carrasco-Ochoa. In Proc. of 13th Iberoamerican Congress on Pattern Recognition (CIARP2008), Havana, Cuba. Published in Lecture Notes in Computer Science series, 5197, Springer-Verlag, pp. 527-534, 2008.

Mining Frequent Similar Patterns on Mixed Data. Ansel Y. Rodríguez González, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, and José Ruiz-Shulcloper. In Proc. of 13th Iberoamerican Congress on Pattern Recognition (CIARP2008), Havana, Cuba. Published in Lecture Notes in Computer Science series, 5197, Springer-Verlag, pp. 137-144, 2008.

A Novel Incremental Algorithm for Frequent Itemsets Mining in Dynamic Datasets. Raudel Hernández-León, José Hernández-Palancar, J.A. Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. In Proc. of 13th Iberoamerican Congress on Pattern Recognition (CIARP2008), Havana, Cuba. Published in Lecture Notes in Computer Science series, 5197, Springer-Verlag, pp. 145-152, 2008.

Fast k Most Similar Neighbor Classifier for Mixed Data based on Approximating and Eliminating. S. Hernández-Rodríguez, A. Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. In Proc. of 12th Pacific-Asia Conference on Knowledge Discovery and DataMining (PAKDD). Published in Lecture Notes in Artificial Intelligence, 5012, Springer-Verlag, pp.697-704, 2008.

 

2007:

Restricted Conceptual Clustering Algorithms based on Seeds. I. O. Ayaquica-Martínez, J. Fco. Martínez-Trinidad and J. Ariel Carrasco-Ochoa. Computación y Sistemas 11/2 (2007) pp. 174-187.

FPGA-based Architecture for Computing Testors. Alejandro Rojas, René Cumplido, J. Ariel Carrasco-Ochoa, Claudia Feregrino, J. Fco. Martínez-Trinidad. 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.

Mixed Data Object Selection Based on Clustering and Border Objects. J. Arturo Olvera-López, J. Fco. Martínez-Trinidad, and J. Ariel Carrasco-Ochoa. 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.

Fast k Most Similar Neighbor Classifier for Mixed Data Based on a Tree Structure. Selene Hernández-Rodríguez, J. Fco. Martínez-Trinidad, and J. Ariel Carrasco-Ochoa. 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.

Object Selection Based on Clustering and Border Objects. J. Arturo Olvera-López, J. Ariel Carrasco-Ochoa, and J. Fco. Martínez-Trinidad, 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

Fast Most Similar Neighbor Classifier for Mixed Data. Selene Hernández-Rodríguez, J. Ariel Carrasco-Ochoa, and J. Fco. Martínez-Trinidad. 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.

Restricted Sequential Floating Search Applied to Object Selection, J. Arturo Olvera-López, J. Fco. Martínez-Trinidad, and J. Ariel Carrasco-Ochoa, 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.

 

2006:

A Unified Methodology Evaluate Supervised and Non-Supervised Classification Algorithms. Salvador Godoy-Calderón, J. Fco. Martínez-Trinidad and M. Lazo Cortés, Computación y Sistemas 9/4 (2006) pp. 370-379.

A New Algorithm for Fast Discovery of Maximal Sequential Patterns in a Document Collection. René A. García-Hernández, J. Fco. Martínez-Trinidad and J. Ariel Carrasco-Ochoa. Lecture Notes in Computer Science series (2006) 4225 pp. 514-523.

Proposal for a Unified Methodology for Evaluating Supervised and Non-supervised Classification Algorithms. Salvador Godoy-Calderón, J. Fco. Martínez-Trinidad, M. Lazo Cortés. Lecture Notes in Computer Science series (2006) 4225 pp. 674-685.

Document Representation Based on Maximal Frequent Sequence Sets. Edith Hernández-Reyes, J. Fco. Martínez-Trinidad, J. Ariel Carrasco-Ochoa and René A. García Hernández. Lecture Notes in Computer Science series (2006) 4225 pp. 854-863.

Conceptual K-Means Algorithm based on Complex Features. I. O. Ayaquica-Martínez, J. Fco. Martínez-Trinidad and J. Ariel Carrasco-Ochoa. Lecture Notes in Computer Science series (2006) 4225 pp. 491-501 (2006).

Fast Global k-means with Similarity Functions Algorithm. Saúl López-Escobar, J. Ariel Carrasco-Ochoa and J. Fco. Martínez-Trinidad. Lecture Notes in Computer Science series (2006) 4224 pp. 512-521.

 

2005:

Conceptual k-means Algorithm with Similarity Functions. I. O. Ayaquica-Martínez, J. Fco. Martínez-Trinidad, J. Ariel Carrasco-Ochoa. Lecture Notes in Computer Science  3773 (2005) pp. 368-376.

Edition Schemes based on BSE. J. Arturo Olvera-López, J. Fco. Martínez-Trinidad and J. Ariel Carrasco-Ochoa. Lecture Notes in Computer Science  3773 (2005) pp. 360-367.

Global k-means with Similarity Functions. López-Escobar Saúl, Carrasco-Ochoa J. A. and José Fco. Martínez-Trinidad. Lecture Notes in Computer Science  3773 (2005) pp. 392-399.

Classifier Selection Based on Data Complexity Measures. Hernández-Reyes Edith, Carrasco-Ochoa J. A. and José Fco. Martínez-Trinidad. Lecture Notes in Computer Science  3773 (2005) pp. 586-592.

Reward-Punishment Editing for Mixed Data. Rodríguez-Colín Raúl, Carrasco-Ochoa J.A. and José Fco. Martínez-Trinidad. Lecture Notes in Computer Science 3773 (2005)  pp. 481-488.

Sequential Search for Decremental Edition. A. Olvera López, Jesús A. Carrasco-Ochoa and José Fco. Martínez-Trinidad. Lecture Notes in Computer Science 3578 (2005)  pp. 280-285.

Feature Selection based on Testors for Very Large-Scale Problems. Jesús Ariel Carrasco-Ochoa and J. Fco. Martínez-Trinidad, GESTS International Transaction on Computer Science and Engineering 3/1 (2005) pp. 175-184.

Data Preprocessing by Sequential Pattern Mining for LZW. Osslan O. Vergara-Villegas, René A. García-Hernández, J. Ariel Carrasco-Ochoa, Raúl Pinto Elías, José Fco. Martínez-Trinidad. Mexican Internacional Conference on Computer Science, Puebla, Mexico, pp. 82-87 (2005).

 

2004:

Feature Selection using Typical Testors Applied to Estimation of Stellar Parameters. José Ángel Santos-Gordillo, Jesús Ariel Carrasco-Ochoa and J. Fco. Martínez-Trinidad, Computación y Sistemas 8/1 (2004) pp. 15-23.

A Fast Algorithm to find all the Maximal Frequent Sequences in a Text. René A. García-Hernández, José Fco. Martínez-Trinidad and Jesús A. Carrasco-Ochoa, Lecture Notes in Computer Science  3287 (2004) pp. 478-486.

Two Floating Search Strategies to Compute the Support Sets System for ALVOT. López-Espinoza Erika, Carrasco-Ochoa Jesús A. and J. Fco. Martínez-Trinidad, Lecture Notes in Computer Science  3287 (2004) pp. 677-684.

Feature Selection for Natural Disaster Texts Classification Using Testors. Jesús Ariel Carrasco-Ochoa and J. Fco. Martínez-Trinidad, Lecture Notes in Computer Science  3177 (2004) pp. 424-429.

Una Plataforma para el Estudio y Solución de Problemas de Reconocimiento de Patrones en el Enfoque Lógico-Combinatorio. Salvador Godoy Calderón, J. Fco. Martínez Trinidad y Manuel Lazo Cortés. X Convención Internacional y Feria Informática 2004, ISBN 959-237-117-2 (CD) La Havana Mayo 2004.

 

2003:

A Comparison between Two Fuzzy Clustering Algorithms for Mixed Features. I. O. Ayaquica-Martínez and J. Fco. Martínez-Trinidad, Lecture Notes in Computer Science  2905 (2003) pp. 472-479.

Determination of Similarity Threshold in Clustering Problems for Large Data Sets. Guillermo Sánchez Díaz and J. Fco. Martínez-Trinidad, Lecture Notes in Computer Science  2905 (2003) pp. 611-618.

Editing and Training for ALVOT, an Evolutionary Approach. Jesús Ariel Carrasco-Ochoa and J. Fco. Martínez-Trinidad, Lecture Notes in Computer Science  2690 (2003) pp. 452-456.

A non Classical View of Coverings and its Implications in the Formalization of Pattern Recognition Problems. S. Godoy-Calderon, J. M. Lazo-Cortés and J. Fco. Martínez-Trinidad, WSEAS Transactions on Mathematics 1/2 (2003) pp. 60-66.

A new Method to Determine a Similarity Threshold in Clustering Problems. G. Sánchez-Díaz, J. Fco. Martínez-Trinidad and J. Waissman-Vilanova, WSEAS Transactions on Computers 1/2 (2003) pp. 191-196.

Combining Evolutionary Techniques to Improve ALVOT Efficiency. Jesús Ariel Carrasco-Ochoa and J. Fco. Martínez-Trinidad, WSEAS Transactions on Systems 4/2 (2003) pp. 1073-1078.

Computing Fuzzy Φ-Testors using a Genetic Algorithm. José Ángel Santos-Gordillo, Jesús Ariel Carrasco-Ochoa and J. Fco. Martínez-Trinidad, WSEAS Transactions on Systems 4/2 (2003) pp. 1068-1072.

Selección del Sistema de Conjuntos de Apoyo para ALVOT usando Búsqueda Secuencial Flotante. Erika Danaé López Espinoza, Jesús A. Carrasco-Ochoa and J. Fco. Martínez-Trinidad. XII Congreso Internacional de Computación. México, D. F. pp. 152-156, (2003).

 

2002:

RGC: A new Conceptual Clustering Algorithm for Mixed Incomplete Data Sets. Aurora Pons-Porrata José Ruiz-Shulcloper and J. Fco. Martínez-Trinidad, Mathematical and Computer Modelling (2002) 36/(11-13) pp. 1375-1385.

C-means Algorithm with Similarity Functions. J. Fco. Martínez-Trinidad, Javier Raymundo García-Serrano and I. O. Ayaquica-Martínez, Computación y Sistemas 5/4 (2002) pp. 241-246.

Genetic Algorithm to Compute Fuzzy FS-Testors. J. Fco. Martínez-Trinidad, G. Sánchez Díaz and B. Rugerio. WSEAS Transactions on Systems 1/2 (2002) pp. 267-272.

Comparative Analysis of Feature Selection using Typical Testors Applied to Stellar Parameter Estimation. J. Ángel Santos Gordillo, Jesús A. Carrasco-Ochoa and J. Fco. Martínez-Trinidad. XI International Symposium of Computing, Mexico, D.F., pp. 243-253, (2002).

LCARS a Specification Language for Pattern Recognition Problems in the Logical Combinatorial Approach. Salvador Godoy-Calderón, J. Fco. Martínez-Trinidad and Manuel Lazo Cortés. VII Iberoamerican Conference on Pattern Recognition. México, D. F. pp. 289-300, (2002).

Combining Evolution Techniques to Estimate Features Weights and the Support Sets System for ALVOT. Jesús A. Carrasco-Ochoa and J. Fco. Martínez-Trinidad. VII Iberoamerican Conference on Pattern Recognition. México, D. F. pp. 277-287, (2002).

Genetic Approach to Support Sets System Estimation for ALVOT. Jesús A. Carrasco-Ochoa and J. Fco. Martínez-Trinidad. IASTED International Conference on Artificial Intelligence and Applications 2002. pp. 364-368 (2002).

 

2001:

Tools for Conceptual Structuralization of Spaces. J. Fco. Martínez-Trinidad, Computación y Sistemas 4/3 (2001) pp. 270-275.

The Logical Combinatorial Approach to Pattern Recognition an Overview through Selected Works. J. Fco. Martínez-Trinidad, A. Guzman-Arenas. Pattern Recognition Journal 34/4 (2001) pp. 1-11.

Fuzzy Clustering of Semantic Spaces. J. Fco. Martínez-Trinidad, J. Ruiz-Shulcloper. Pattern Recognition Journal 34/4 (2001) pp. 43-53.

LC a Conceptual Clustering Algorithm. J. Fco. Martínez-Trinidad and Guillermo Sánchez Díaz, Lecture Notes in Artificial Intelligence  2123 (2001) pp. 117-127.

Un Algoritmo Difuso de Clasificación no Supervisada Restringida. Irene O. Ayaquica-Martínez and J. Fco. Martínez-Trinidad. VI Iberoamerican Workshop on Pattern Recognition. México, D.F., pp. 204-216, (2001).

Algoritmo Difuso de Clasificación no Supervisada para Agrupar Datos Mezclados. Irene O. Ayaquica-Martínez and J. Fco. Martínez-Trinidad. 3er Congreso Internacional en Sistemas Computacionales. On CD, Veracruz, México (2001).

Fuzzy C-means Algorithm to Analyze Mixed Data. Irene O. Ayaquica-Martínez and J. Fco. Martínez-Trinidad. The 6th Iberoamerican Symposium on Pattern Recognition. Florianópolis, Brazil, pp. 27-33 (2001).

Fuzzy C-means: a Version to Analyze Mixed Data. Irene O. Ayaquica-Martínez and J. Fco. Martínez-Trinidad. Third Mexican International Conference on Computer Science. Aguascalientes, México, pp. 633-641 (2001).

 

2000:

A tool to Discover the Main Themes in a Spanish or English Document. J. Fco. Martínez-Trinidad, B. Beltrán Martínez, and J. Ruiz-Shulcloper. Expert Systems with Applications Journal 19/4 (2000) pp. 319-327.

Structuralization of Universes. J.Fco. Martínez-Trinidad, J. Ruiz-Shulcloper, M Lazo Cortés. Fuzzy Sets and Systems  112/3 (2000) pp. 485-500.

Discovering Differences in Patients with Uveitis through Typical Testors by Class. J. Fco. Martínez-Trinidad, Miriam Velasco-Sánchez, and E. Contreras-Arevalo, Lecture Notes in Artificial Intelligence series (2000) 1910 pp. 524-529.

Refunion-Generalization-Conceptual Clustering Algorithm. Aurora Pons-Porrata, José Ruiz-Shulcloper and J. Fco. Martínez-Trinidad. 5th Iberoamerican Symposium on Pattern Recognition. Lisbon, Portugal, pp. 679-690 (2000).

Feature Selection for Classification of Patients with Uveitis. J. Fco. Martínez-Trinidad, Miriam Velasco-Sánchez, and E. Contreras-Arevalo. 5th Iberoamerican Symposium on Pattern Recognition. Lisbon, Portugal, pp. 459-466 (2000).

Contribution in Selected Works 1999. Adolfo Guzmán Arenas and F. Rolando Menchaca García. ISBN 970-18-4250-2. With the paper The logic combinatorial approach to Pattern Recognition, an overview through selected works. J. Fco. Martínez-Trinidad and Adolfo Guzmán Arenas. pp. 133-145. (2000).

 

1999:

Extension to c-means Algorithm for the Use of Similarity Functions. Javier R. García Serrano and J. Fco. Martínez-Trinidad, Lecture Notes in Artificial Intelligence  1704 (1999) pp. 354-359.

LC-conceptual Algorithm: Characterization using Typical Testors by Class. J. Fco. Martínez-Trinidad and J. Ruiz Shulcloper. In Proc. of the 7th European Congr. on Fuzzy and Intelligent Technologies Proceedings. Aachen, Alemania (1999).

Algoritmo C-means: Extensión al Caso Duro, para el uso de Funciones de Similaridad. Javier R. García Serrano and J. Fco. Martínez-Trinidad. IV Iberoamerican Symposium on Pattern Recognition. Havana, Cuba, pp. 317-326 (1999).

Algoritmo LC-conceptual Duro. J. Fco. Martínez-Trinidad and J. Ruiz Shulcloper. IV Iberoamerican Symposium on Pattern Recognition. Havana, Cuba, pp. 195-206 (1999).

Clasificadores no Supervisados basados en el Reconocimiento Lógico Combinatorio de Patrones. J. Fco. Martínez-Trinidad. Primer Foro “Computación de la Teoría a la Práctica”. México D.F. pp.115-126 (1999).

Algoritmo LC-Conceptual: Una Mejora de la Etapa Intencional Utilizando Reglas de Generalización. J. Fco. Martínez-Trinidad, J. Ruiz Shulcloper and Aurora Pons Porrata. Taller de Inteligencia Artificial TAINA’99. México D.F. pp.179-188 (1999).

Contribution in “Selected Works 1997-1998”. Editors Alvaro de Albornoz Bueno et al. ISBN 970-18-3427-5. With the paper Structuralization of Universes. J. Fco. Martínez-Trinidad, J. Ruiz-Shulcloper, M Lazo Cortés. pp. 260-288. (1999).

Contribution in “Selected Works 1997-1998”. Editors Alvaro de Albornoz Bueno et al. ISBN 970-18-3427-5.With the paper “Bases conceptuales para una Teoría de Objetos Simbólicos”. J. Ruiz Shulcloper, M. Chac, J. Fco. Martínez-Trinidad pp. 416-426. (1999).

 

1998:

CLASITEX+: A Tool for Knowledge Discovery from Texts. J. Fco. Martínez-Trinidad, Beatriz Beltrán Martínez, Adolfo Guzmán Arenas and J. Ruiz-Shulcloper, Lecture Notes in Artificial Intelligence series (1998) 1510 pp. 459-467.

Fuzzy LC Conceptual Algorithm. J. Fco. Martínez-Trinidad and J. Ruiz Shulcloper. The 6th European Congr. on Fuzzy and Intelligent Technologies Proceedings. Aachen, Alemania, pp. 20-24 (1998).

Una Nueva Medida de Similaridad para Árboles de Conceptos. J. Fco. Martínez-Trinidad, Beatriz Beltrán Martínez y J. Ruiz-Shulcloper. III Iberoamerican Workshop on Pattern Recognition. México, D.F., pp. 219-227 (1998).

CLASITEX+: una Herramienta para el Análisis de Textos. Beatriz Beltrán Martínez, Adolfo Guzmán Arenas, J. Fco. Martínez-Trinidad and J. Ruiz-Shulcloper. III Iberoamerican Workshop on Pattern Recognition. México, D.F., pp. 369-379 (1998).

 

1997:

Bases Conceptuales para una Teoría de Objetos Simbólicos. J. Ruiz Shulcloper, M. Chac, J. Fco. Martínez-Trinidad, Computación y Sistemas 1/1 (1997) pp.13-20.

Algoritmo LC Conceptual para el Agrupamiento de Objetos. J. Fco. Martínez-Trinidad y J. Ruiz Shulcloper. International Symposium of Computing, México, D.F., pp. 411-418 (1997).

Cluster Analysis in Conceptual Spaces. J. Ruiz Shulcloper, Martín G. Chac Kantún and J. Fco. Martínez-Trinidad. The 9th International Conference on Systems Research Informatics and Cybernetics. Baden-Baden, Alemania, to appear. (1997).

Fuzzy Conceptual Clustering. J. Fco. Martínez-Trinidad, J. Ruiz Shulcloper. The 5th European Congr. on Fuzzy and Intelligent Technologies Proceedings. Aachen, Alemania, pp. 1852-1857 (1997).

Un Modelo de Estructuración Conceptual, J. Fco. Martínez-Trinidad and J. Ruiz Shulcloper. II Iberoamerican Workshop on Pattern Recognition. Havana, Cuba, pp. 113-123 (1997).

 

1996:

A new Approach to Differential Diagnosis of Diseases. Martha Ortiz, J. Fco. Martínez-Trinidad and José Ruiz Shulcloper. International Journal of Bio-Medical Computing 40/3 (1996) pp. 179-185.

Acerca de una Teoría de los Objetos Simbólicos. J. Ruiz ShulcloperMartín G. Chac Kantún and J. Fco. Martínez-Trinidad. International Symposium of Computing, México, D.F., pp. 137-145 (1996).

Criterios Agrupacionales no Clásicos para la Estructuración de Universos. J. Fco. Martínez-Trinidad, J. Ruiz Shulcloper y M. Lazo Cortés. International Symposium of Computing, México, D.F., pp. 251-270 (1996).

Data Analysis between Sets of Objects. J. Ruiz Shulcloper, Martín G. Chac Kantún and J. Fco. Martínez-Trinidad. The 8th International Conference on Systems Research Informatics and Cybernetics. Baden-Baden, Alemania, pp. 81-85, (1996).

Fuzzy Semantic Clustering. J. Fco. Martínez-Trinidad, J. Ruiz Shulcloper. The 4th European Congr. on Fuzzy and Intelligent Technologies Proceedings. Aachen, Alemania, pp. 1397-1401, (1996).