• 1631 Citations
  • 21 h-Index
19962019
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Research Output 1996 2019

2019
1 Citation (Scopus)

An improved algorithm for partial clustering

Melendez-Melendez, G., Cruz-Paz, D., Carrasco-Ochoa, J. A. & Martínez-Trinidad, J. F., 1 May 2019, In : Expert Systems with Applications. p. 282-291 252 p.

Research output: Contribution to journalArticleResearchpeer-review

Clustering algorithms
Intelligent systems
Expert systems
Learning systems

A review of unsupervised feature selection methods

Solorio-Fernández, S., Carrasco-Ochoa, J. A. & Martínez-Trinidad, J. F., 1 Jan 2019, In : Artificial Intelligence Review.

Research output: Contribution to journalArticleResearchpeer-review

Feature extraction
Taxonomies
Labels
taxonomy
Feature Selection
1 Citation (Scopus)

Effect of the diffusion annealing process in the indentation properties of cobalt boride layer

Delgado-Brito, A. M., López-Suero, D., Ruiz-Ríos, A., García-León, R. A., Martínez-Trinidad, J., Oseguera-Peña, J. & Campos-Silva, I., 15 Apr 2019, In : Ceramics International. p. 7767-7777 6989 p.

Research output: Contribution to journalArticleResearchpeer-review

Boron Compounds
Borides
Cobalt
Indentation
Boriding
2018
1 Citation (Scopus)

Accurate and fast prototype selection based on the notion of relevant and border prototypes

Olvera-López, J. A., Carrasco-Ochoa, J. A. & Martínez-Trinidad, J. F., 1 Jan 2018, In : Journal of Intelligent and Fuzzy Systems. p. 2923-2934 2629 p.

Research output: Contribution to journalArticleResearchpeer-review

Prototype
Classifiers
Instance-based Learning
Addition method
Supervised Classification
1 Citation (Scopus)

Adhesive and Cohesive Strength in FeB/Fe<inf>2</inf>B Systems

Meneses-Amador, A., Blancas-Pérez, D., Corpus-Mejía, R., Rodríguez-Castro, G. A., Martínez-Trinidad, J. & Jiménez-Tinoco, L. F., 1 May 2018, In : Journal of Materials Engineering and Performance. p. 2089-2098 1879 p.

Research output: Contribution to journalArticleResearchpeer-review

Boron Compounds
Borides
Adhesives
Residual stresses
Boriding
1 Citation (Scopus)

A new algorithm for reduct computation based on gap elimination and attribute contribution

Rodríguez-Diez, V., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A. & Lazo-Cortés, M. S., 1 Apr 2018, In : Information Sciences. p. 111-123 98 p.

Research output: Contribution to journalArticleResearchpeer-review

Reduct
Elimination
Attribute
Decision System
Attribute Reduction

A review of conceptual clustering algorithms

Pérez-Suárez, A., Martínez-Trinidad, J. F. & Carrasco-Ochoa, J. A., 23 Mar 2018, In : Artificial Intelligence Review. p. 1-30 3 p.

Research output: Contribution to journalArticleResearchpeer-review

Clustering algorithms
Taxonomies
Pattern recognition
Data mining
pattern recognition

Class-Specific Reducts vs. Classic Reducts in a Rule-Based Classifier: A Case Study

Lazo-Cortés, M. S., Martínez-Trinidad, J. F. & Carrasco-Ochoa, J. A., 1 Jan 2018, Class-Specific Reducts vs. Classic Reducts in a Rule-Based Classifier: A Case Study. p. 23-30 19 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10880 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Reduct
Rough set theory
Set theory
Classifiers
Classifier
2 Citations (Scopus)

Closed frequent similar pattern mining: Reducing the number of frequent similar patterns without information loss

Rodríguez-González, A. Y., Lezama, F., Iglesias-Alvarez, C. A., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A. & de Cote, E. M., 15 Apr 2018, In : Expert Systems with Applications. p. 271-283 242 p.

Research output: Contribution to journalArticleResearchpeer-review

Miners
Scalability

Editorial

Carrasco-Ochoa, J. A., Martínez-Trinidad, J. F., Ayala-Ramírez, V. & Olvera-López, J. A., 1 Jan 2018, In : International Journal of Pattern Recognition and Artificial Intelligence.

Research output: Contribution to journalEditorialResearch

4 Citations (Scopus)

Effects of scratch tests on the adhesive and cohesive properties of borided Inconel 718 superalloy

Campos-Silva, I., Contla-Pacheco, A. D., Ruiz-Rios, A., Martínez-Trinidad, J., Rodríguez-Castro, G., Meneses-Amador, A. & Wong-Angel, W. D., 15 Sep 2018, In : Surface and Coatings Technology. p. 917-927 824 p.

Research output: Contribution to journalArticleResearchpeer-review

Inconel (trademark)
Borides
heat resistant alloys
Superalloys
Adhesives

Extensions to AGraP Algorithm for Finding a Reduced Set of Inexact Graph Patterns

Flores-Garrido, M., Carrasco-Ochoa, J. A. & Martínez-Trinidad, J. F., 1 Jan 2018, In : International Journal of Pattern Recognition and Artificial Intelligence.

Research output: Contribution to journalArticleResearchpeer-review

Image classification
Set theory
Redundancy
Labels
Industry
2 Citations (Scopus)

Fracture Toughness of Thick Boride Layers Estimated by the Cross-Sectioned Scratch Test

Campos-Silva, I., Flores-Jiménez, M., Bravo-Bárcenas, D., Rodríguez-Castro, G., Martínez-Trinidad, J. & Meneses-Amador, A., 1 Feb 2018, In : Journal of Materials Engineering and Performance. p. 510-516 458 p.

Research output: Contribution to journalArticleResearchpeer-review

Boron Compounds
Borides
Steel
Fracture toughness
Cones
1 Citation (Scopus)

Image Clustering Based on Frequent Approximate Subgraph Mining

Acosta-Mendoza, N., Carrasco-Ochoa, J. A., Martínez-Trinidad, J. F., Gago-Alonso, A. & Medina-Pagola, J. E., 1 Jan 2018, Image Clustering Based on Frequent Approximate Subgraph Mining. p. 189-198 169 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10880 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Image Clustering
Pattern recognition
Data mining
Subgraph
Mining

Including Foreground and Background Information in Maya Hieroglyph Representation

Pinilla-Buitrago, L. A., Carrasco-Ochoa, J. A. & Martinez-Trinidad, J. F., 1 Jan 2018, Including Foreground and Background Information in Maya Hieroglyph Representation. p. 238-247 213 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10880 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Descriptors
Retrieval
Experimental Results
Background
1 Citation (Scopus)

Mining generalized closed patterns from multi-graph collections

Acosta-Mendoza, N., Gago-Alonso, A., Carrasco-Ochoa, J. A., Martínez-Trinidad, J. F. & Medina-Pagola, J. E., 1 Jan 2018, Mining generalized closed patterns from multi-graph collections. p. 10-18 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10657 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Multigraph
Mining
Subgraph
Closed
Miners

Multi-graph frequent approximate subgraph mining for image clustering

Acosta-Mendoza, N., Carrasco-Ochoa, J. A., Gago-Alonso, A., Martínez-Trinidad, J. F. & Medina-Pagola, J. E., 1 Jan 2018, Multi-graph frequent approximate subgraph mining for image clustering. p. 133-140 118 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11047 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Image Clustering
Multigraph
Subgraph
Mining
Pattern recognition
Zinc Oxide
Zinc oxide
Aluminum
Powders
Sol-gels

Ranking based unsupervised feature selection methods: An empirical comparative study in high dimensional datasets

Solorio-Fernández, S., Carrasco-Ochoa, J. A. & Martínez-Trinidad, J. F., 1 Jan 2018, Ranking based unsupervised feature selection methods: An empirical comparative study in high dimensional datasets. p. 205-218 183 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11288 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Feature Selection
Comparative Study
Feature extraction
Ranking
High-dimensional

Revisiting two-stage feature selection based on coverage policies for text classification

Méndez-Molina, A., Oña-García, A. L., Carrasco-Ochoa, J. A. & Martínez-Trinidad, J. F., 1 Jan 2018, In : Journal of Intelligent and Fuzzy Systems. p. 2949-2957 2653 p.

Research output: Contribution to journalArticleResearchpeer-review

Text Classification
Feature Selection
Feature extraction
Coverage
Experiment

The Impact of Basic Matrix Dimension on the Performance of Algorithms for Computing Typical Testors

Rodríguez-Diez, V., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A. & Lazo-Cortés, M. S., 1 Jan 2018, The Impact of Basic Matrix Dimension on the Performance of Algorithms for Computing Typical Testors. p. 41-50 35 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10880 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Computing
Attribute
Dimensionality
Experiment
Experimental Study
2017

An algorithm for computing goldman fuzzy reducts

Carrasco-Ochoa, J. A., Lazo-Cortés, M. S. & Martínez-Trinidad, J. F., 1 Jan 2017, An algorithm for computing goldman fuzzy reducts. p. 3-12 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10267 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Reduct
Computing
Attribute
Attribute Reduction
Fuzzy Subset
10 Citations (Scopus)

A new Unsupervised Spectral Feature Selection Method for mixed data: A filter approach

Solorio-Fernández, S., Martínez-Trinidad, J. F. & Carrasco-Ochoa, J. A., 1 Dec 2017, In : Pattern Recognition. p. 314-326 281 p.

Research output: Contribution to journalArticleResearchpeer-review

Feature extraction
Experiments

A novel contrast pattern selection method for class imbalance problems

Loyola-González, O., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A. & García-Borroto, M., 1 Jan 2017, A novel contrast pattern selection method for class imbalance problems. p. 42-52 36 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10267 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Miners
Classifiers
Experiments
Class
Percent

Combining Techniques to Find the Number of Bins for Discretization

Álvarez-Carmona, M. A., Carrasco-Ochoa, J. A. & Martínez-Trinidad, J. F., 11 Jan 2017, p. 54-57. 48 p.

Research output: Contribution to conferencePaperResearch

Bins

Editorial

Famili, A., Martinez-Trinidad, J. F., Carrasco-Ochoa, J. A., Olvera-Lopez, J. A. & Sossa-Azuela, J. H., 1 Jan 2017, In : Intelligent Data Analysis. 21, 3, p. 463-465 3 p.

Research output: Contribution to journalEditorialResearch

3 Citations (Scopus)

Electrochemical Corrosion Behavior of Borided CoCrMo Alloy Immersed in Hanks’ Solution

Rosas-Becerra, G., Mejía-Caballero, I., Martínez-Trinidad, J., Palomar-Pardavé, M., Romero-Romo, M., Pérez-Pasten-Borja, R. & Campos-Silva, I., 1 Feb 2017, In : Journal of Materials Engineering and Performance. p. 704-714 632 p.

Research output: Contribution to journalArticleResearchpeer-review

Electrochemical corrosion
Cobalt alloys
Corrosion resistance
Photoelectron spectroscopy
X rays
4 Citations (Scopus)

Evaluation of quality measures for contrast patterns by using unseen objects

García-Borroto, M., Loyola-González, O., Martínez-Trinidad, J. F. & Carrasco-Ochoa, J. A., 15 Oct 2017, In : Expert Systems with Applications. p. 104-113 92 p.

Research output: Contribution to journalArticleResearchpeer-review

Classifiers
7 Citations (Scopus)

Evolution of boride layers during a diffusion annealing process

Campos-Silva, I., Flores-Jiménez, M., Bravo-Bárcenas, D., Balmori-Ramírez, H., Andraca-Adame, J., Martínez-Trinidad, J. & Meda-Campaña, J. A., 15 Jan 2017, In : Surface and Coatings Technology. p. 155-163 138 p.

Research output: Contribution to journalArticleResearchpeer-review

Boron Compounds
borides
Borides
annealing
Boriding
4 Citations (Scopus)

Extension of Canonical Adjacency Matrices for Frequent Approximate Subgraph Mining on Multi-Graph Collections

Acosta-Mendoza, N., Gago-Alonso, A., Carrasco-Ochoa, J. A., Martínez-Trinidad, J. F. & Medina-Pagola, J. E., 1 Aug 2017, In : International Journal of Pattern Recognition and Artificial Intelligence.

Research output: Contribution to journalArticleResearchpeer-review

Image classification
Data mining
Data structures
Scalability
Processing
2 Citations (Scopus)

Fast-BR vs. Fast-CT EXT: An empirical performance study

Rodríguez-Diez, V., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A. & Lazo-Cortés, M. S., 1 Jan 2017, Fast-BR vs. Fast-CT EXT: An empirical performance study. p. 127-136 113 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10267 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Supervised Classification
Classification Problems
Repository
Feature Selection
Empirical Study

Image compression without loss using classifier 1-nn to adapt the coefficients of lifting filters

Hernández-Bautista, I., Pogrebnyak, O., Carbajal-Hernández, J. J., Carrasco-Ochoa, J. A. & Martínez-Trinidad, J. F., 1 Jan 2017, In : Dyna (Spain). p. 143 1 p.

Research output: Contribution to journalNoteResearchpeer-review

Information Retrieval Based on a Query Document Using Maximal Frequent Sequences

Merlo-Galeazzi, R., Carrasco-Ochoa, J. A., Martínez-Trinidad, J. F. & Olvera-López, J. A., 11 Jan 2017, p. 58-62. 51 p.

Research output: Contribution to conferencePaperResearch

Information retrieval
1 Citation (Scopus)

Linear model optimizer vs Neural Networks: A comparison for improving the quality and saving of LED-Lighting control systems

Lobato-Rios, V., Del Rocio Hernandez-Castanon, V., Carrasco-Ochoa, J. A. & Martinez-Trinidad, J. F., 13 Apr 2017, p. 2664-2669. 2397 p.

Research output: Contribution to conferencePaperResearch

Light emitting diodes
Lighting
Neural networks
Control systems
Energy utilization
19 Citations (Scopus)

PBC4cip: A new contrast pattern-based classifier for class imbalance problems

Loyola-González, O., Medina-Pérez, M. A., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A., Monroy, R. & García-Borroto, M., 1 Jan 2017, In : Knowledge-Based Systems. p. 100-109 89 p.

Research output: Contribution to journalArticleResearchpeer-review

Classifiers
Classifier
Imbalance
2016
1 Citation (Scopus)

A glance to the goldman’s testors from the point of view of rough set theory

Lazo-Cortés, M. S., Martínez-Trinidad, J. F. & Carrasco-Ochoa, J. A., 1 Jan 2016, A glance to the goldman’s testors from the point of view of rough set theory. p. 189-197 169 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9703).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Rough set theory
Rough Set Theory
Reduct
Classifiers
Classifier
3 Citations (Scopus)

A new algorithm for approximate pattern mining in multi-graph collections

Acosta-Mendoza, N., Gago-Alonso, A., Carrasco-Ochoa, J. A., Martínez-Trinidad, J. F. & Medina-Pagola, J. E., 1 Oct 2016, In : Knowledge-Based Systems. p. 198-207 177 p.

Research output: Contribution to journalArticleResearchpeer-review

Pattern recognition
Graph
Pattern mining
Data mining
Data structures
5 Citations (Scopus)

A new algorithm for computing reducts based on the binary discernibility matrix

Lazo-Cortés, M. S., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A. & Diaz, G. S., 1 Mar 2016, In : Intelligent Data Analysis. p. 317-337 283 p.

Research output: Contribution to journalArticleResearchpeer-review

Discernibility Matrix
Reduct
Binary
Computing
Attribute Reduction
29 Citations (Scopus)

A new hybrid filter–wrapper feature selection method for clustering based on ranking

Solorio-Fernández, S., Carrasco-Ochoa, J. A. & Martínez-Trinidad, J. F., 19 Nov 2016, In : Neurocomputing. p. 866-880 777 p.

Research output: Contribution to journalArticleResearchpeer-review

Cluster Analysis
Feature extraction
Data Mining
Pattern recognition
Data mining
15 Citations (Scopus)

Characterisation of CoB–Co<inf>2</inf>B coatings by the scratch test

Bravo-Bárcenas, D., Campos-Silva, I., Cimenoglu, H., Martínez-Trinidad, J., Flores-Jiménez, M. & Martinez-Gutiérrez, H., 1 Jan 2016, In : Surface Engineering. p. 570-577 512 p.

Research output: Contribution to journalArticleResearchpeer-review

Boriding
cobalt alloys
coatings
Cobalt alloys
Coatings
1 Citation (Scopus)

Detecting pneumatic failures on temporary immersion bioreactors

Loyola-González, O., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A., Hernández-Tamayo, D. & García-Borroto, M., 1 Jan 2016, Detecting pneumatic failures on temporary immersion bioreactors. p. 293-302 262 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9703).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Bioreactor
Bioreactors
Immersion
Pneumatics
Classifiers

Editorial Special Issue MCPR 2014: Advances in pattern recognition methodologies and applications

Suen, C. Y., Martinez-Trinidad, J. F., Carrasco-Ochoa, J. A. & Olvera-Lopez, J. A., 1 Jan 2016, In : Neurocomputing. p. 835-837 751 p.

Research output: Contribution to journalEditorialResearch

8 Citations (Scopus)

Effect of class imbalance on quality measures for contrast patterns: An experimental study

Loyola-González, O., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A. & García-Borroto, M., 20 Dec 2016, In : Information Sciences. p. 179-192 159 p.

Research output: Contribution to journalArticleResearchpeer-review

Quality Measures
Experimental Study
Classifiers
Class
Experimental study
3 Citations (Scopus)

Improving graph-based image classification by using emerging patterns as attributes

Acosta-Mendoza, N., Gago-Alonso, A., Carrasco-Ochoa, J. A., Martínez-Trinidad, J. F. & Medina-Pagola, J. E., 1 Apr 2016, In : Engineering Applications of Artificial Intelligence. p. 215-225 192 p.

Research output: Contribution to journalArticleResearchpeer-review

Image classification
7 Citations (Scopus)

Improving the Adhesion Resistance of the Boride Coatings to AISI 316L Steel Substrate by Diffusion Annealing

Campos-Silva, I., Bernabé-Molina, S., Bravo-Bárcenas, D., Martínez-Trinidad, J., Rodríguez-Castro, G. & Meneses-Amador, A., 1 Sep 2016, In : Journal of Materials Engineering and Performance. p. 3852-3862 3465 p.

Research output: Contribution to journalArticleResearchpeer-review

Boride coatings
Steel
Adhesion
Annealing
Substrates
2 Citations (Scopus)

SMOTE-D a deterministic version of SMOTE

Torres, F. R., Carrasco-Ochoa, J. A. & Martínez-Trinidad, J. F., 1 Jan 2016, SMOTE-D a deterministic version of SMOTE. p. 177-188 158 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9703).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Oversampling
Class
Object
Eliminate
Experimental Results
30 Citations (Scopus)

Study of the impact of resampling methods for contrast pattern based classifiers in imbalanced databases

Loyola-González, O., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A. & García-Borroto, M., 1 Jan 2016, In : Neurocomputing. p. 935-947 840 p.

Research output: Contribution to journalArticleResearchpeer-review

Classifiers
Databases
Miners
Noise
11 Citations (Scopus)

Tribological behavior of borided AISI 1018 steel under linear reciprocating sliding conditions

Carrera-Espinoza, R., Figueroa-López, U., Martínez-Trinidad, J., Campos-Silva, I., Hernández-Sánchez, E. & Motallebzadeh, A., 15 Sep 2016, In : Wear. p. 1-7

Research output: Contribution to journalArticleResearchpeer-review

Steel
sliding
Wear of materials
steels
Boriding
2015
1 Citation (Scopus)

A different approach for pruning micro-clusters in data stream clustering

Aroche-Villarruel, A. A., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A. & Pérez-Suárez, A., 1 Jan 2015, A different approach for pruning micro-clusters in data stream clustering. p. 33-43 28 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9116).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Pruning
Data Streams
Clustering algorithms
Clustering
Experiments
5 Citations (Scopus)

A fast hardware software platform for computing irreducible testors

Rodríguez-Diez, V., Martínez-Trinidad, J. F., Carrasco-Ochoa, J. A., Lazo-Cortés, M., Feregrino-Uribe, C. & Cumplido, R., 30 Dec 2015, In : Expert Systems with Applications. p. 9612-9619 8650 p.

Research output: Contribution to journalArticleResearchpeer-review

Set theory
Hardware
Feature extraction
Pattern recognition
Decision making