Methodology for detecting the feasibility of using data mining in an organization. - Carlos Ramón Rangel; Fannia Pacheco; José Aguilar 001; Mariela Cerrada; Altamiranda (CLEI, 2013)

Methodological framework for data processing based on the Data Science paradigm. - Fannia Pacheco; Carlos Ramón Rangel; José Aguilar 001; Mariela Cerrada-Lozada; Junior Altamiranda (CLEI, 2014)

Clustering algorithm using rough set theory for unsupervised feature selection. - Fannia Pacheco; Mariela Cerrada; René-Vinicio Sánchez; Diego Cabrera 001; Chuan Li 003; José Valente de Oliveira (IJCNN, 2016)

A methodological framework using statistical tests for comparing machine learning based models applied to fault diagnosis in rotating machinery. - Fannia Pacheco; Mariela Cerrada; René-Vinicio Sánchez; Diego Cabrera 001; Chuan Li 003; José Valente de Oliveira (LA-CCI, 2016)

Hierarchical feature selection based on relative dependency for gear fault diagnosis. - Mariela Cerrada; René-Vinicio Sánchez; Fannia Pacheco; Diego Cabrera 001; Grover Zurita; Chuan Li 003 (Appl. Intell., 2016)

Observer-biased bearing condition monitoring: From fault detection to multi-fault classification. - Chuan Li 003; José Valente de Oliveira; Mariela Cerrada; Fannia Pacheco; Diego Cabrera 001; René-Vinicio Sánchez; Grover Zurita (Eng. Appl. Artif. Intell., 2016)

A statistical comparison of neuroclassifiers and feature selection methods for gearbox fault diagnosis under realistic conditions. - Fannia Pacheco; José Valente de Oliveira; René-Vinicio Sánchez; Mariela Cerrada; Diego Cabrera 001; Chuan Li 003; Grover Zurita; Mariano Artés (Neurocomputing, 2016)

An autonomic traffic analysis proposal using Machine Learning techniques. - Fannia Pacheco; Ernesto Exposito; Mathieu Gineste; Cédric Baudoin (MEDES, 2017)

SOA Based Integrated Software to Develop Fault Diagnosis Models Using Machine Learning in Rotating Machinery. - Mariela Cerrada; Fannia Pacheco; René-Vinicio Sánchez; Diego Cabrera 001; Jean Macancela 001; Pablo Lucero (SOSE, 2017)

Automatic feature extraction of time-series applied to fault severity assessment of helical gearbox in stationary and non-stationary speed operation. - Diego Cabrera 001; Fernando Sancho; Chuan Li 003; Mariela Cerrada; René-Vinicio Sánchez; Fannia Pacheco; José Valente de Oliveira (Appl. Soft Comput., 2017)

Attribute clustering using rough set theory for feature selection in fault severity classification of rotating machinery. - Fannia Pacheco; Mariela Cerrada; René-Vinicio Sánchez; Diego Cabrera 001; Chuan Li 003; José Valente de Oliveira (Expert Syst. Appl., 2017)

A Bayesian approach to consequent parameter estimation in probabilistic fuzzy systems and its application to bearing fault classification. - Chuan Li 003; Luiz Ledo; Myriam Regattieri Delgado; Mariela Cerrada; Fannia Pacheco; Diego Cabrera 001; René-Vinicio Sánchez; José Valente de Oliveira (Knowl. Based Syst., 2017)

A novel statistical based feature extraction approach for the inner-class feature estimation using linear regression. - Fannia Pacheco; Ernesto Exposito; José Aguilar 001; Mathieu Gineste; Cédric Baudoin (IJCNN, 2018)

A fuzzy transition based approach for fault severity prediction in helical gearboxes. - Mariela Cerrada; Chuan Li 003; René-Vinicio Sánchez; Fannia Pacheco; Diego Cabrera 001; José Valente de Oliveira (Fuzzy Sets Syst., 2018)

A comparison of fuzzy clustering algorithms for bearing fault diagnosis. - Chuan Li 003; Mariela Cerrada; Diego Cabrera 001; René-Vinicio Sánchez; Fannia Pacheco; Gözde Ulutagay; José Valente de Oliveira (J. Intell. Fuzzy Syst., 2018)

A Wearable Machine Learning Solution for Internet Traffic Classification in Satellite Communications. - Fannia Pacheco; Ernesto Exposito; Mathieu Gineste (ICSOC, 2019)

Towards the Deployment of Machine Learning Solutions in Network Traffic Classification: A Systematic Survey. - Fannia Pacheco; Ernesto Exposito; Mathieu Gineste; Cédric Baudoin; José Aguilar 001 (IEEE Commun. Surv. Tutorials, 2019)

Classification techniques for the management of the "Quality of Service" in Satellite Communication systems. (Techniques de classification pour la gestion de la « qualité de service » dans les systèmes de communication par satellite). - Fannia Pacheco (2019)

A framework to classify heterogeneous Internet traffic with Machine Learning and Deep Learning techniques for satellite communications. - Fannia Pacheco; Ernesto Exposito; Mathieu Gineste (Comput. Networks, 2020)

Deep Ensemble-Based Classifier for Transfer Learning in Rotating Machinery Fault Diagnosis. - Fannia Pacheco; Alin Drimus; Lars Duggen; Mariela Cerrada; Diego Cabrera 001; René-Vinicio Sánchez (IEEE Access, 2022)

Threshold-guided multi-objective Generative Adversarial Networks for constructing artificial yet representative driving cycles. - Fannia Pacheco; Mariela Cerrada; José Ignacio Huertas (Eng. Appl. Artif. Intell., 2024)

Optimal Transport and Adaptive Thresholding for Universal Domain Adaptation on Time Series. - Romain Mussard; Fannia Pacheco; Maxime Berar; Gilles Gasso; Paul Honeine (CoRR, 2025)

Universal Domain Adaptation Benchmark for Time Series Data Representation. - Romain Mussard; Fannia Pacheco; Maxime Berar; Gilles Gasso; Paul Honeine (CoRR, 2025)