• Classificadors basats en distàncies; arbres de decisió; classificadors bayesians; support vector machines
• Tècniques de reducció de la informació
• Aprenentatge en línia i en entorns dinàmics; classificació de fluxos de dades
• Metodologies per a mesurar l’efectivitat dels classificadors
• Anàlisi de complexitat de les dades

Articles en revistes

• A Kinect-Based Interactive System for Home-Assisted Active Aging - Article

  Gabriel Fuertes Muñoz, Ramón Alberto Mollineda Cardenas, Filiberto Pla Bañón.

  SENSORS; 2 pp. 1-26. (2021). ISSN: 1424-8220

• DBIG-US: A two-stage under-sampling algorithm to face the class imbalance problem - Article

  A. Guzmán Ponce, José Salvador Sánchez Garreta, Rosa María Valdovinos Rosas, J.R. Marcial Romero.

  EXPERT SYSTEMS WITH APPLICATIONS; 168 pp. 1-12. (2021). ISSN: 0957-4174

• Understanding the apparent superiority of over-sampling through an analysis of local information for class-imbalanced data - Article

  Vicente García, José Salvador Sánchez Garreta, Ana Isabel Marqués Marzal, R. Florencia, G. Rivera.

  EXPERT SYSTEMS WITH APPLICATIONS; 158 pp. 1-19. (2020). ISSN: 0957-4174

• Graphical Framework for Categorizing Data Capabilities and Properties of Objects in the Internet of Things - Article

  Jorge Eduardo Ibarra-Esquer, Félix Fernando González-Navarro, José Salvador Sánchez Garreta, Brenda Leticia Flores-Ríos, María Angélica Astorga-Vargas, Maria Luisa González-Ramírez.

  IEEE ACCESS; 8 pp. 22366-22377. (2020). ISSN: 2169-3536

• A New Under-Sampling Method to Face Class Overlap and Imbalance - Article

  Angélica Guzmán Ponce, Rosa María Valdovinos, José Salvador Sánchez Garreta, José Raymundo Marcial Romero .

  APPLIED SCIENCES-BASEL; 15 pp. 1-22. (2020). ISSN: 2076-3417

• Ranking-based MCDM models in financial management applications: analysis and emerging challenges - Revisió

  Ana Isabel Marqués Marzal, Vicente García, José Salvador Sánchez Garreta.

  PROGRESS IN ARTIFICIAL INTELLIGENCE; 3 pp. 171-193. (2020). ISSN: 2192-6352

• Multitemporal Mosaicing for Sentinel-3/FLEX Derived Level-2 Product Composites - Article

  Damian Ibañez Fernandez, Rubén Fernández Beltrán, José Martínez Sotoca, Ramón Alberto Mollineda Cardenas, José Moreno, Filiberto Pla Bañón.

  IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING; 13 pp. 5439-5454. (2020). ISSN: 1939-1404

• Gene selection and disease prediction from gene expression data using a two-stage hetero-associative memory - Article

  Laura Cleofás Sánchez, José Salvador Sánchez Garreta, Vicente García.

  PROGRESS IN ARTIFICIAL INTELLIGENCE; 1 pp. 63-71. (2019). ISSN: 2192-6352

• Dissimilarity-Based Linear Models for Corporate Bankruptcy Prediction - Article

  Vicente García, Ana Isabel Marqués Marzal, José Salvador Sánchez Garreta, Humberto J. Ochoa Domínguez.

  COMPUTATIONAL ECONOMICS; 3 pp. 1019-1031. (2019). ISSN: 0927-7099

• Using regression models for predicting the product quality in a tubing extrusion process - Article

  Vicente García, José Salvador Sánchez Garreta, Luis Alberto Rodríguez Picón, Luis Carlos Méndez González, Humberto de Jesús Ochoa Domínguez.

  JOURNAL OF INTELLIGENT MANUFACTURING ; 6 pp. 2535-2544. (2019). ISSN: 0956-5515

• Synergetic Application of Multi-Criteria Decision-Making Models to Credit Granting Decision Problems - Article

  Vicente García, José Salvador Sánchez Garreta, Ana Isabel Marqués Marzal.

  APPLIED SCIENCES-BASEL; 23 pp. 1-15. (2019). ISSN: 2076-3417

• Estudio empírico del enfoque asociativo en el contexto de los problemas de clasificación - Article

  Laura Cleofas Sánchez, Anabel Pineda Briseño, Rosa María Valdovinos Rosas, José Salvador Sánchez Garreta, Vicente García Jiménez, Oscar Camacho Nieto, Héctor Pérez Meana, Mariko Nakano Miyatake.

  COMPUTACION Y SISTEMAS; 2 pp. 601-617. (2019). ISSN: 1405-5546

• Online reconstruction-free single-pixel image classification - Article

  Pedro Latorre Carmona, Vicente Javier Traver Roig, José Salvador Sánchez Garreta, Enrique Ataulfo Tajahuerce Romera.

  IMAGE AND VISION COMPUTING ; 86 pp. 28-37. (2019). ISSN: 0262-8856

• A RGBD-Based Interactive System for Gaming-Driven Rehabilitation of Upper Limbs - Article

  Gabriel Fuertes Muñoz, Ramón Alberto Mollineda Cardenas, Jesús Gallardo Casero, Filiberto Pla Bañón.

  SENSORS; 16 pp. 1-16. (2019). ISSN: 1424-8220

• Exploring the synergetic effects of sample types on the performance of ensembles for credit risk and corporate bankruptcy prediction - Article

  Vicente García, Ana Isabel Marqués Marzal, José Salvador Sánchez Garreta.

  INFORMATION FUSION; 47 pp. 88-101. (2019). ISSN: 1566-2535

• A regression model based on the nearest centroid neighborhood - Article

  Vicente García, José Salvador Sánchez Garreta, Ana Isabel Marqués Marzal, R. Martínez-Peláez.

  PATTERN ANALYSIS AND APPLICATIONS ; 4 pp. 941-951. (2018). ISSN: 1433-7541

• Vision-based gait impairment analysis for aided diagnosis - Article

  Javier Ortells Lorenzo, María Trinidad Herrero Ezquerro, Ramón Alberto Mollineda Cardenas.

  MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING; 9 pp. 1553-1564. (2018). ISSN: 0140-0118

• Gait recognition from corrupted silhouettes: a robust statistical approach - Article

  Javier Ortells Lorenzo, Ramón Alberto Mollineda Cardenas, Boris Mederos, Raúl Martín Félez.

  MACHINE VISION AND APPLICATIONS ; 1 pp. 15-33. (2017). ISSN: 0932-8092

• Noise Reduction in Small Animal PET Images Using a Variational Non-Convex Functional - Article

  José Mejia, Boris Mederos, Ramón Alberto Mollineda Cardenas, Leticia Ortega Maynez.

  IEEE TRANSACTIONS ON NUCLEAR SCIENCE ; 5 pp. --. (2016). ISSN: 0018-9499

• Financial distress prediction using the hybrid associative memory with translation - Article

  L. Cleofás Sánchez, V. García Jiménez, Ana Isabel Marqués Marzal, José Salvador Sánchez Garreta.

  APPLIED SOFT COMPUTING ; 44 pp. --. (2016). ISSN: 1568-4946

• Reconstruction of noisy signals by minimization of non-convex functionals - Article

  Boris Mederos, Ramón Alberto Mollineda Cardenas, Julian Antolín Camarena.

  NONLINEAR ANALYSIS-REAL WORLD APPLICATIONS ; 32 pp. 355-376. (2016). ISSN: 1468-1218

• Associative learning on imbalanced environments: An empirical study - Article

  L. Cleofás Sánchez, José Salvador Sánchez Garreta, V. García Jiménez, R.M. Valdovinos Rosas.

  EXPERT SYSTEMS WITH APPLICATIONS; 54 pp. --. (2016). ISSN: 0957-4174

Llibres

• Pattern Recognition and Image Analysis (Conference proceedings of the 9th Iberian Conference (IbPRIA 2019) - Part I)

  Aythami Morales, Julian Fierrez, José Salvador Sánchez Garreta, Bernardete Ribeiro. (Edició)

  Springer, Cham (Suiza). (2019). ISBN: 9783030313319

• Pattern Recognition and Image Analysis (Conference proceedings of the 9th Iberian Conference (IbPRIA 2019) - Part II)

  Aythami Morales, Julian Fierrez, José Salvador Sánchez Garreta, Bernardete Ribeiro. (Edició)

  Springer, Cham (Suiza). (2019). ISBN: 9783030313203

• Pattern Recognition and Image Analysis (8th Iberian Conference, IbPRIA 2017 Proceedings)

  Luís A. Alexandre, José Salvador Sánchez Garreta, Joao Rodrigues. (Edició)

  Springer, Cham (Suiza). (2017). ISBN: 9783319588377

Treballs presentats en congressos publicats

• A Cluster-Based Under-Sampling Algorithm for Class-Imbalanced Data

  Angélica Guzmán Ponce, R. M. Valdovinos, José Salvador Sánchez Garreta.

  15th International Conference on Hybrid Artificial Intelligent Systems( HAIS 202). Gijón (España)

  2020. ISSN: 0302-9743

• Weighted Complete Graphs for Condensing Data

  A. Guzmán Ponce, J. Raymundo Marcial Romero, R.M. Valdovinos Rosas, José Salvador Sánchez Garreta.

  12th Latin American Workshop on Logic/Languages, Algorithms and New Methods of Reasoning (LANMR). Puebla (México)

  2020. ISSN: 1571-0661

• A Hybrid Feature Extraction Method for Offline Handwritten Math Symbol Recognition

  Carlos Ramírez Piña, José Salvador Sánchez Garreta, Rosa M. Valdovinos-Rosas, José A. Hernández Servín.

  23rd Iberoamerican Congresson Pattern Recognition (CIARP 2018). Madrid (España)

  Springer, 2019. ISBN: 9783030134686

• Instance Selection for the Nearest Neighbor Classifier: Connecting the Performance to the Underlying Data Structure

  Vicente García, José Salvador Sánchez Garreta, Alberto Ochoa Ortiz, Abraham López Najera.

  9th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA 2019). Madrid (España)

  Springer, 2019. ISBN: 9783030313319

• Usability Study of a Kinect-Based Rehabilitation Tool for the Upper Limbs

  Gabriel Fuertes Muñoz, Jesús Gallardo Casero, Ramón Alberto Mollineda Cardenas.

  7th World Conference on Information Systems and Technologies (WorldCist'19). La Toja (España)

  Springer, 2019. ISBN: 9783030161835

• Feature Dimensionality vs. Distribution of Sample Types: A Preliminary Study on Gene- Expression Microarrays

  José Salvador Sánchez Garreta, Vicente García.

  XVIII Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA). Granada (España)

  Autoeditado por Comité congreso, 2018. ISBN: 9788409056439

• Performance Analysis of Deep Neural Networks for Classification of Gene-Expression Microarrays

  A. Reyes-Nava, José Salvador Sánchez Garreta, R. Alejo, A. A. Flores-Fuentes, E. Rendón-Lara.

  10th Mexican Conference on Pattern Recognition (MCPR 2018). Cholula (México)

  2018. ISSN: 0302-9743

• Addressing the Links Between Dimensionality and Data Characteristics in Gene-Expression Microarrays

  José Salvador Sánchez Garreta, Vicente García.

  International Conference on Learning and Optimization Algorithms: Theory and Applications (LOPAL 2018). Rabat (Marruecos)

  Association for Computing Machinery (ACM), 2018. ISBN: 9781450353045

• An Insight on the ‘Large G, Small n’ Problem in Gene-Expression Microarray Classification

  Vicente García Jiménez, José Salvador Sánchez Garreta, Laura Cleofás Sánchez, H.J. Ochoa-DomÍnguez, F. López Orozco.

  8th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA 2017). Faro (Portugal)

  Springer, 2017. ISBN: 9783319588377

• Model Selection for Financial Distress Prediction by Aggregating TOPSIS and PROMETHEE Rankings

  V. García, Ana Isabel Marqués Marzal, L. Cleofás Sánchez, José Salvador Sánchez Garreta.

  11th International Conference on Hybrid Artificial Intelligent Systems, HAIS 2016. Sevilla (España)

  Springer, 2016. ISBN: 9783319320335

• Detection of Duplicate Identities in Streams of Biometric Samples: A Gait-Based Case Study

  Javier Ortells Lorenzo, Ramón Alberto Mollineda Cardenas.

  23rd International Conference on Pattern Recognition (ICPR). Cancún (México)

  IEEE, 2016. ISBN: 9781509048465

Tesis dirigides

• NUEVOS ALGORITMOS BASADOS EN GRAFOS Y CLUSTERING PARA EL TRATAMIENTO DE COMPLEJIDADES DE LOS DATOS

  Autoria: Guzmán Ponce, Angélica. Institució: Universitat Jaume I. Data lectura: 17/03/21

  Direcció: Sánchez Garreta, José Salvador

• Análisis automático del patrón de la marcha mediante visión por computador: problemas, métodos y aplicaciones

  Autoria: Ortells Lorenzo, Javier. Institució: Universitat Jaume I. Data lectura: 19/06/17

  Direcció: Mollineda Cardenas, Ramón Alberto; Sánchez Garreta, José Salvador

• Aplicació de tècniques de reconeixement de formes al control de qualitat en processos industrials
• Aplicació de tècniques de reconeixement de formes i aprenentatge automàtic per a la identificació de persones i gestos
• Assessoria i consultoria en la implantació de tecnologies relacionades amb sistemes de classificació i mineria de dades

Paraules clau

• Classificació d'imatges
• Control de qualitat
• Anàlisi de patrons
• Selecció de funcions
• Aprenentatge automàtic
• Big Data