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JCR Publications

1. Improved fast partitional clustering algorithm for text clustering

    --- Sebastián Bejos, Ivan Feliciano-Avelino, José Fco. Martínez-Trinidad, and J. Ariel Carrasco-Ochoa

    --- Journal of Intelligent and Fuzzy Systems 39/2 (2020) 2137-2145

2. K-means based method for overlapping document clustering

    --- Beatriz Beltrán, Darnes Vilariño, José Fco. Martínez-Trinidad, J. Ariel Carrasco-Ochoa and David Pinto

    --- Journal of Intelligent and Fuzzy Systems 39/2 (2020) 2127-2135

3. A Systematic Evaluation of Filter Unsupervised Feature Selection Methods

    --- Saúl Solorio-Fernández, Jesús Ariel Carrasco-Ochoa and José Fco. Martínez-Trinidad

    --- Expert Systems with Applications 162 (2020) 113745

4. A supervised Filter Feature Selection method for mixed data based on Spectral Feature Selection and Information-theory redundancy analysis

    --- Saúl Solorio-Fernández, José Fco. Martínez-Trinidad, and Jesús A. Carrasco-Ochoa

    --- Pattern Recognition Letters 138 (2020) 321-328

5. MinReduct: a new algorithm for computing the shortest reducts

    --- Vladímir Rodríguez-Diez, José Fco. Martínez-Trinidad, Jesús A. Carrasco-Ochoab, Manuel S. Lazo-Cortés, J. Arturo Olvera-López

    --- Pattern Recognition Letters 138 (2020) 177-184

6. Automatic Filter Coefficient Calculation in Lifting Scheme Wavelet Transform for Lossless Image Compression

    --- Ignacio Hernández-Bautista, J.A. Carrasco-Ochoa, José Fco. Martínez-Trinidad, José Juan Carbajal-Hernández

    --- The Visual Computer (2020)

7. A PSO-based algorithm for mining association rules using a Guided Exploration Strategy

    --- Gretel Bernal-Baró, José Fco. Martínez-Trinidad, Rosa María Valdovinos, J.A. Carrasco-Ochoa, Manuel S. Lazo-Cortés, Ansel Yoan Rodríguez-González

    --- Pattern Recognition Letters (2020) 138 (2020) 8-15

8. An Explainable Artificial Intelligence Model for Clustering Numerical Databases

    --- O. Loyola-González, A.E.Gutierrez-Rodríguez, M.A. Medina-Pérez, R. Monroy, José Fco. Martínez-Trinidad, J.A. Carrasco-Ochoa, M. García-Borroto

    --- IEEE Access 8, 52370-52384 (2020)

9. A review of Unsupervised Feature Selection Methods

    --- Saúl Solorio-Fernández, Jesús Ariel Carrasco-Ochoa and José Fco. Martínez-Trinidad

    --- Artificial Intelligence Review  53, 907948 (2020)

10. 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 50, 878–892 (2020)

11. Gate Detection for Micro Aerial Vehicles using a Single Shot Detector

    --- A. A. Cabrera-Ponce, L. O. Rojas-Perez, J. A. Carrasco-Ochoa, José Fco. Martínez-Trinidad, J. Martinez-Carranza

    --- IEEE Latin America Transactions 17(12), 2045-2052 (2019)

12. Deep Learning: Current State

    --- J. Salas, Vidal, F. de Barros, José Fco. Martínez-Trinidad

    --- IEEE Latin America Transactions 17(12), 1925-1945 (2019)

13. 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 (2019) 7 (2019) 82809-82816

14. 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) pp 60411-60427

15. 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

16. 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

17. 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

18. 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

19. 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

20. A Review of Conceptual Clustering Algorithms

    --- Airel Pérez-Suárez, José Fco. Martínez-Trinidad, Jesús A. Carrasco-Ochoa, José E. Medina-Pagola

    --- Artificial Intelligence Review  52(2) (2019) 1267-1296

21. Editorial of Special Issue MCPR 2016 in Volume 32(1) IJPRAI

    --- José Fco. Martínez-Trinidad, Jesús Ariel Carrasco Ochoa, Víctor Ayala-Ramírez and José Arturo Olvera-Lopez

    --- International Journal of Pattern Recognition and Artificial Intelligence 32/1 (2018) 1-5

22. 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) 1-28

23. 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

24. Accurate and Fast Prototype Selection based on the notion of Relevant and Border Prototypes

    --- José Arturo Olvera-López, Jesús Ariel Carrasco Ochoa and  José Fco. Martínez-Trinidad

    --- Journal of Intelligent & Fuzzy Systems 34/5 (2018) 2923-2934

25. 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

26. 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, Enrique Muñoz de Cote

    --- Expert Systems with Applications 95 (2018) 271-283

27. 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

28. Editorial of Special Issue MCPR 2015 in Volume 21(3)

    --- A. Famili, José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa, José Arturo Olvera-López, and Juan Humberto Sossa-Azuela

    --- Intelligent Data Analysis 21/3 (2017) 463-465

29. 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

30. 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

31. 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

    --- International Journal of Pattern Recognition and Artificial Intelligence DYNA 92/2 (2017) 143

32. 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

33. 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

34. 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

35. 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

36. 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

37. 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

38. 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

39. Special Issue Section: Pattern Recognition Applications in Computer Vision and Image Analysis

    --- Octavio Loyola-González, , José Fco. Martínez-Trinidad, Jesús Ariel Carrasco-Ochoa and Milton García-Borroto

    --- Neurocomputing 175 (2016) 835837

40. 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

41. 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

42. A New 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

43. 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

44. 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

45. 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)

46. 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

47. 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)

48. 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)

49. 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

50. 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

51. Special Issue: Advances 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

52. 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

53. 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

54. Mining Frequent Patterns and Association Rules using Similarities

    --- Ansel Yoan Rodríguez-González, J. Fco. Martínez-Trinidad, J. A. Carrasco-Ochoa, José Ruiz-Shulcloper

    --- Expert Systems with Applications 40/17 (2013), pp. 68236836

55. Special Issue: 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

56. 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

57. 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

58. Instance Rank Based on Borders for Instance Selection

    --- Pablo Hernandez-Leal, J. Ariel Carrasco-Ochoa, José. Fco. Martínez-Trinidad, J. Arturo Olvera-López

    --- Pattern Recognition Journal 46 (2013) 365375

59. 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

60. 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

61. Immediate Water Quality Assessment in Shrimp Culture using Fuzzy Inference Systems

    --- José Juan Carbajal-Hernándeza, Luis P. Sánchez-Fernández, Jesús A. Carrasco-Ochoa, José Fco. Martínez-Trinidad

    --- Expert Systems with Applications 39/12 (2012) 10571-10582

62. 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

63. 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

64. Hardware-Software Platform for Computing Irreducible Testors

    --- Alejandro Rojas, René Cumplido, J. Ariel Carrasco-Ochoa, Claudia Feregrino, J. Fco. Martínez-Trinidad

    --- Expert Systems with Applications 39/2 (2012) 2203-2210

65. 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 38/11 (2011) 14290-14300

66. 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

67. 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

68. 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

69. 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

70. A review of Instance Selection Methods

    --- J. A. Olvera-López, J. A. Carrasco-Ochoa J. Fco. Martínez-Trinidad and J. Kittler

    --- Artificial Intelligence Review 34/2 (2010) 133-143

71. 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 Ángel Medina-Pérez, José Ruiz-Shulcloper

    --- Pattern Recognition Journal 43/9 (2010) 3025-30-34

72. 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

73. 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

74. 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

75. 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

76. 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

77. 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 36/(11-13) (2002) pp 1375-1385

78. The Logical Combinatorial Approach to Pattern Recognition an Overview through Selected Works

    --- J. Fco. Martínez-Trinidad and A. Guzman-Arenas

    --- Pattern Recognition Journal 34/4 (2001) pp. 1-11

79. Fuzzy Clustering of Semantic Spaces

    --- J. Fco. Martínez-Trinidad and J. Ruiz-Shulcloper

    --- Pattern Recognition Journal 34/4 (2001) pp. 43-53

80. 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

81. Structuralization of Universes

    --- J.Fco. Martínez-Trinidad, J. Ruiz-Shulcloper, M Lazo Cortés

    --- Fuzzy Sets and Systems 112/3 (2000) pp. 485-500

82. 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