Empirical study of editing sampling on deep learning hidden layers space to classify imbalanced hyperspectral remote sensing images.

Roberto Alejo Roberto Alejo Eleuterio https://orcid.org/0000-0002-7580-3305 https://www.wikidata.org/entity/Q62036716

Daniel Cervantes Ambriz Everardo Efrén Granda-Gutiérrez Carlos Mauricio Castorena Lara Roberto Alejo Eleuterio Federico Del Razo López Vicente García Jiménez Empirical study of editing sampling on deep learning hidden layers space to classify imbalanced hyperspectral remote sensing images. 420-440 2025 16 Int. J. Comb. Optim. Probl. Informatics 3 https://ijcopi.org/ojs/article/view/846 db/journals/ijcopi/ijcopi16.html#AmbrizGLEGLJ25 streams/journals/ijcopi

Francisco Primero Primero Daniel Cervantes Ambriz Roberto Alejo Eleuterio Everardo Efrén Granda-Gutiérrez Jorge Sánchez Jaime Rosa María Valdovinos Rosas Strategic Sample Selection in Deep Learning: A Case Study on Violence Detection Using Confidence-Based Subsets. 1536 2025 17 Symmetry 9 https://doi.org/10.3390/sym17091536 db/journals/symmetry/symmetry17.html#PrimeroAEGJR25 streams/journals/symmetry

Itzel M. Abundez B. Roberto Alejo Francisco Primero Primero Everardo Efrén Granda-Gutiérrez Otniel Portillo-Rodríguez Juan Alberto Antonio Velázquez Threshold Active Learning Approach for Physical Violence Detection on Images Obtained from Video (Frame-Level) Using Pre-Trained Deep Learning Neural Network Models. 316 2024 July 17 Algorithms 7 https://doi.org/10.3390/a17070316 db/journals/algorithms/algorithms17.html#BAPGPV24 streams/journals/algorithms

Itzel Abundez Barrera Grisel Miranda-Piña Roberto Alejo Everardo Efrén Granda-Gutiérrez A. Cisniega Otniel Portillo-Rodríguez Empirical Analysis on the Effectiveness of Pre-trained Models in the Identification of Physical Violence Against Women in Videos for a Multi-class Approach. 152-164 2023 DMBD (1) https://doi.org/10.1007/978-981-97-0837-6_11 conf/dmbd/2023-1 db/conf/dmbd/dmbd2023-1.html#BarreraMAGCP23 Grisel Miranda-Piña Roberto Alejo Eréndira Rendón Everardo Efrén Granda-Gutiérrez Rosa Maria Valdovinos F. del Razo-López Clustering Analysis in the Student Academic Activities on COVID-19 Pandemic in Mexico. 67-79 2022 ICIC (3) https://doi.org/10.1007/978-3-031-13832-4_6 conf/icic/2022-3 db/conf/icic/icic2022-3.html#Miranda-PinaARG22 Carlos Castorena Roberto Alejo Eréndira Rendón Everardo Efrén Granda-Gutiérrez Rosa Maria Valdovinos Grisel Miranda-Piña Artificial Neural Networks for COVID-19 Forecasting in Mexico: An Empirical Study. 168-179 2022 ICIC (1) https://doi.org/10.1007/978-3-031-13870-6_14 conf/icic/2022-1 db/conf/icic/icic2022-1.html#CastorenaARGVM22 A. Bolívar Vicente García 0001 Rogelio Florencia Roberto Alejo Gilberto Rivera Zárate Julia Patricia Sánchez-Solís A Preliminary Study of SMOTE on Imbalanced Big Datasets When Dealing with Sparse and Dense High Dimensionality. 46-55 2022 MCPR https://doi.org/10.1007/978-3-031-07750-0_5 conf/mcpr2/2022 db/conf/mcpr2/mcpr2022.html#BolivarGFAZS22 Grisel Miranda Roberto Alejo Carlos Castorena Eréndira Rendón Javier Illescas Vicente García 0001 Deep Neural Network to Detect Gender Violence on Mexican Tweets. 24-32 2021 IWAIPR https://doi.org/10.1007/978-3-030-89691-1_3 conf/iwaipr/2021 db/conf/iwaipr/iwaipr2021.html#MirandaACRIG21

C. Guadalupe Origel-Rivas Eréndira Rendón-Lara Itzel Abundez Barrera Roberto Alejo Eleuterio Redes neuronales artificiales y árboles de decisión para la clasificación con datos categóricos. 541-554 2020 149 Res. Comput. Sci. 8 https://rcs.cic.ipn.mx/2020_149_8/Redes%20neuronales%20artificiales%20y%20arboles%20de%20decision%20para%20la%20clasificacion%20con%20datos%20categoricos.pdf db/journals/rcs/rcs149.html#Origel-RivasLBE20

Angélica Guzmán-Ponce José Raymundo Marcial-Romero Rosa Maria Valdovinos Roberto Alejo Everardo Efrén Granda-Gutiérrez A Metaheuristic Algorithm to Face the Graph Coloring Problem. 195-208 2020 HAIS https://doi.org/10.1007/978-3-030-61705-9_17 conf/hais/2020 db/conf/hais/hais2020.html#PonceMVAG20 Graciela García-Rueda Rosa Maria Valdovinos Jesús Valdés-González Roberto Alejo J. Leonardo González-Ruiz José Raymundo Marcial-Romero Analysis of Repair Costs of Scholar Buildings Affected by Earthquakes Using Data Mining. Case Study: Earthquakes of 2017 in Mexico. 45-56 2020 MCPR https://doi.org/10.1007/978-3-030-49076-8_5 conf/mcpr2/2020 db/conf/mcpr2/mcpr2020.html#Garcia-RuedaVVA20 V. M. González-Barcenas Eréndira Rendón Roberto Alejo Everardo Efrén Granda-Gutiérrez Rosa Maria Valdovinos Addressing the Big Data Multi-class Imbalance Problem with Oversampling and Deep Learning Neural Networks. 216-224 2019 IbPRIA (1) https://doi.org/10.1007/978-3-030-31332-6_19 conf/ibpria/2019-1 db/conf/ibpria/ibpria2019-1.html#Gonzalez-Barcenas19

J. Horacio Pacheco-Sánchez R. D. Vera-Torres Roberto Alejo Eleuterio Bayesian Learning on Discrete Systems of Two Classes. 1860013:1-1860013:28 2018 32 Int. J. Pattern Recognit. Artif. Intell. 1 https://doi.org/10.1142/S0218001418600133 db/journals/ijprai/ijprai32.html#Pacheco-Sanchez18

H. Cruz-Reyes Adriana Reyes-Nava Eréndira Rendón-Lara Roberto Alejo Estudio del desbalance de clases en bases de datos de microarrays de expresión genética mediante técnicas de Deep Learning. 197-207 2018 147 Res. Comput. Sci. 5 https://rcs.cic.ipn.mx/2018_147_5/Estudio%20del%20desbalance%20de%20clases%20en%20bases%20de%20datos%20de%20microarrays%20de%20expresion%20genetica.pdf db/journals/rcs/rcs147.html#Cruz-ReyesRLA18

Angélica Guzmán-Ponce Rosa María Valdovinos Rosas José Raymundo Marcial-Romero Roberto Alejo Eleuterio Entornos de trabajo para procesamiento de datos masivos y aprendizaje automático. 225-237 2018 147 Res. Comput. Sci. 5 https://rcs.cic.ipn.mx/2018_147_5/Entornos%20de%20trabajo%20para%20procesamiento%20de%20datos%20masivos%20y%20aprendizaje%20automatico.pdf db/journals/rcs/rcs147.html#PonceRME18

Adriana Reyes-Nava H. Cruz-Reyes Roberto Alejo Eréndira Rendón-Lara Allan Antonio Flores Fuentes Everardo Efrén Granda-Gutiérrez Using Deep Learning to Classify Class Imbalanced Gene-Expression Microarrays Datasets. 46-54 2018 CIARP https://doi.org/10.1007/978-3-030-13469-3_6 conf/ciarp/2018 db/conf/ciarp/ciarp2018.html#Reyes-NavaCALFG18 Adriana Reyes-Nava J. Salvador Sánchez 0001 Roberto Alejo Allan Flores-Fuentes Eréndira Rendón-Lara Performance Analysis of Deep Neural Networks for Classification of Gene-Expression Microarrays. 105-115 2018 MCPR https://doi.org/10.1007/978-3-319-92198-3_11 conf/mcpr2/2018 db/conf/mcpr2/mcpr2018.html#Reyes-NavaSAFL18

Roberto Alejo Juan Monroy-de-Jesús Juan Carlos Ambriz-Polo J. H. Pacheco-Sanchez An improved dynamic sampling back-propagation algorithm based on mean square error to face the multi-class imbalance problem. 2843-2857 2017 28 Neural Comput. Appl. 10 https://doi.org/10.1007/s00521-017-2938-3 db/journals/nca/nca28.html#AlejoMAP17

Adriana Reyes-Nava Allan Flores-Fuentes Roberto Alejo Eréndira Rendón-Lara Minería de datos aplicada para la identificación de factores de riesgo en alumnos. 177-189 2017 139 Res. Comput. Sci. https://rcs.cic.ipn.mx/2017_139/Mineria%20de%20datos%20aplicada%20para%20la%20identificacion%20de%20factores%20de%20riesgo%20en%20alumnos.pdf db/journals/rcs/rcs139.html#Reyes-NavaFAL17

M. A. López José Raymundo Marcial-Romero Guillermo De Ita Luna Héctor A. Montes Venegas Roberto Alejo A Linear Time Algorithm for Solving #2SAT on Cactus Formulas. 2017 abs/1702.08581 CoRR http://arxiv.org/abs/1702.08581 db/journals/corr/corr1702.html#LopezMLVA17

Roberto Alejo Vicente García 0001 J. Horacio Pacheco-Sánchez An Efficient Over-sampling Approach Based on Mean Square Error Back-propagation for Dealing with the Multi-class Imbalance Problem. 603-617 2015 42 Neural Process. Lett. 3 https://doi.org/10.1007/s11063-014-9376-3 https://www.wikidata.org/entity/Q62044346 db/journals/npl/npl42.html#AlejoGP15

José Luis Aguirre Mendiola Rosa María Valdovinos Rosas Juan Alberto Antonio Velázquez Roberto Alejo Eleuterio José Raymundo Marcial-Romero Análisis de deserción escolar con minería de datos. 71-82 2015 93 Res. Comput. Sci. https://rcs.cic.ipn.mx/2015_93/Analisis%20de%20desercion%20escolar%20con%20mineria%20de%20datos.pdf db/journals/rcs/rcs93.html#MendiolaRVEM15

Roberto Alejo Juan Monroy-de-Jesús J. Horacio Pacheco-Sánchez Rosa Maria Valdovinos Juan Alberto Antonio Velázquez José Raymundo Marcial-Romero Analysing the Safe, Average and Border Samples on Two-Class Imbalance Problems in the Back-Propagation Domain. 699-707 2015 CIARP https://doi.org/10.1007/978-3-319-25751-8_84 https://www.wikidata.org/entity/Q62044348 conf/ciarp/2015 db/conf/ciarp/ciarp2015.html#AlejoMPVVM15 Juan Pablo Sánchez-Crisostomo Roberto Alejo Erika López-González Rosa Maria Valdovinos J. Horacio Pacheco-Sánchez Empirical Analysis of Assessments Metrics for Multi-class Imbalance Learning on the Back-Propagation Context. 17-23 2014 ICSI (2) https://doi.org/10.1007/978-3-319-11897-0_3 conf/swarm/2014-2 db/conf/swarm/icsi2014-2.html#Sanchez-CrisostomoALVP14

Rosa Maria Valdovinos Rosalinda Abad Sánchez Roberto Alejo Edgar Herrera Adrián Trueba Tratamiento del desbalance en problemas con múltiples clases con ECOC. 2013 17 Computación y Sistemas 4 https://cys.cic.ipn.mx/ojs/index.php/CyS/article/view/1430 db/journals/cys/cys17.html#ValdovinosSAHT13

Roberto Alejo Rosa Maria Valdovinos Vicente García 0001 J. H. Pacheco-Sanchez A hybrid method to face class overlap and class imbalance on neural networks and multi-class scenarios. 380-388 2013 34 Pattern Recognit. Lett. 4 https://doi.org/10.1016/j.patrec.2012.09.003 https://www.wikidata.org/entity/Q62044350 db/journals/prl/prl34.html#AlejoVGP13

Mónica Santibáñez Rosa María Valdovinos Eréndira Rendón Roberto Alejo José Raymundo Marcial-Romero Optimización de recurso para el tratamiento de grandes volúmenes de datos. 15-24 2013 62 Res. Comput. Sci. https://rcs.cic.ipn.mx/2013_62/Optimizaci%C3%B3n%20de%20recursos%20para%20el%20tratamiento%20de%20grandes%20vol%C3%BAmenes%20de%20datos.pdf db/journals/rcs/rcs62.html#SantibanezVRAM13

Roberto Alejo J. A. Antonio Rosa Maria Valdovinos J. H. Pacheco-Sanchez Assessments Metrics for Multi-class Imbalance Learning: A Preliminary Study. 335-343 2013 MCPR https://doi.org/10.1007/978-3-642-38989-4_34 https://www.wikidata.org/entity/Q62044354 conf/mcpr2/2013 db/conf/mcpr2/mcpr2013.html#AlejoAVP13 Mónica Santibáñez Rosa Maria Valdovinos Adrián Trueba Eréndira Rendón Roberto Alejo E. López Applicability of Cluster Validation Indexes for Large Data Sets. 187-193 2013 MICAI (Special Sessions) https://doi.org/10.1109/MICAI.2013.30 https://doi.ieeecomputersociety.org/10.1109/MICAI.2013.30 https://www.wikidata.org/entity/Q62044353 conf/micai/2013s db/conf/micai/micai2013s.html#SanchezVTRAL13 P. Toribio Roberto Alejo Rosa Maria Valdovinos J. H. Pacheco-Sanchez Using Gabriel graphs in Borderline-SMOTE to deal with severe two-class imbalance problems on neural networks. 29-36 2012 CCIA https://doi.org/10.3233/978-1-61499-139-7-29 conf/ccia/2012 db/conf/ccia/ccia2012.html#ToribioAVP12 Roberto Alejo P. Toribio Rosa Maria Valdovinos J. H. Pacheco-Sanchez A Modified Back-Propagation Algorithm to Deal with Severe Two-Class Imbalance Problems on Neural Networks. 265-272 2012 MCPR https://doi.org/10.1007/978-3-642-31149-9_27 https://www.wikidata.org/entity/Q62044358 conf/mcpr2/2012 db/conf/mcpr2/mcpr2012.html#AlejoTVP12 Roberto Alejo P. Toribio José Martínez Sotoca Rosa Maria Valdovinos Eduardo Gasca Resampling Methods versus Cost Functions for Training an MLP in the Class Imbalance Context. 19-26 2011 ISNN (2) https://doi.org/10.1007/978-3-642-21090-7_3 https://www.wikidata.org/entity/Q62044362 conf/isnn/2011-2 db/conf/isnn/isnn2011-2.html#AlejoTSVG11 Roberto Alejo José Martínez Sotoca Vicente García 0001 Rosa Maria Valdovinos Back Propagation with Balanced MSE Cost Function and Nearest Neighbor Editing for Handling Class Overlap and Class Imbalance. 199-206 2011 IWANN (1) https://doi.org/10.1007/978-3-642-21501-8_25 https://www.wikidata.org/entity/Q62044360 conf/iwann/2011-1 db/conf/iwann/iwann2011-1.html#AlejoSGV11 Roberto Alejo Análisis del error en redes neuronales: Corrección de los datos y distribuciones no balanceadas. Jaume I University, Spain 2010 http://hdl.handle.net/10803/10490 Roberto Alejo José Martínez Sotoca Rosa Maria Valdovinos P. Toribio Edited Nearest Neighbor Rule for Improving Neural Networks Classifications. 303-310 2010 ISNN (1) https://doi.org/10.1007/978-3-642-13278-0_39 https://www.wikidata.org/entity/Q62044365 conf/isnn/2010-1 db/conf/isnn/isnn2010-1.html#AlejoSVT10 Roberto Alejo José Martínez Sotoca Vicente García 0001 Rosa Maria Valdovinos Cost-Sensitive Neural Networks and Editing Techniques for Imbalance Problems. 180-188 2010 MCPR https://doi.org/10.1007/978-3-642-15992-3_20 https://www.wikidata.org/entity/Q62044363 conf/mcpr2/2010 db/conf/mcpr2/mcpr2010.html#AlejoSGV10 Roberto Alejo José Martínez Sotoca Rosa Maria Valdovinos Gustavo A. Casañ The Multi-Class Imbalance Problem: Cost Functions with Modular and Non-Modular Neural Networks. 421-431 2009 ISNN (4) https://doi.org/10.1007/978-3-642-01216-7_44 conf/isnn/2009-4 db/conf/isnn/isnn2009-4.html#AlejoSVC09 Laura Cleofas Rosa Maria Valdovinos Vicente García 0001 Roberto Alejo Use of Ensemble Based on GA for Imbalance Problem. 547-554 2009 ISNN (2) https://doi.org/10.1007/978-3-642-01510-6_62 https://www.wikidata.org/entity/Q62044368 conf/isnn/2009-2 db/conf/isnn/isnn2009-2.html#CleofasVGA09

Roberto Alejo P. Toribio F. García Análisis del error en redes neuronales artificiales: Distribuciones no balanceadas. 31-40 2008 38 Res. Comput. Sci. https://rcs.cic.ipn.mx/2008_38/V38%20C3-An%C3%A1lisis%20del%20error%20en%20redes%20neuronales%20artificiales-%20Distribuciones%20no%20balanceadas.pdf db/journals/rcs/rcs38.html#AlejoTG08

Roberto Alejo José Martínez Sotoca Gustavo A. Casañ An Empirical Study for the Multi-class Imbalance Problem with Neural Networks. 479-486 2008 CIARP https://doi.org/10.1007/978-3-540-85920-8_59 https://www.wikidata.org/entity/Q62044369 conf/ciarp/2008 db/conf/ciarp/ciarp2008.html#AlejoSC08 Vicente García 0001 Ramón Alberto Mollineda José Salvador Sánchez 0001 Roberto Alejo José Martínez Sotoca When Overlapping Unexpectedly Alters the Class Imbalance Effects. 499-506 2007 conf/ibpria/2007-2 IbPRIA (2) https://doi.org/10.1007/978-3-540-72849-8_63 db/conf/ibpria/ibpria2007-2.html#GarciaMSAS07 Roberto Alejo Vicente García 0001 José Martínez Sotoca Ramón Alberto Mollineda José Salvador Sánchez 0001 Improving the Performance of the RBF Neural Networks Trained with Imbalanced Samples. 162-169 2007 conf/iwann/2007 IWANN https://doi.org/10.1007/978-3-540-73007-1_20 db/conf/iwann/iwann2007.html#AlejoGSMS07 Vicente García 0001 Roberto Alejo José Salvador Sánchez 0001 José Martínez Sotoca Ramón Alberto Mollineda Combined Effects of Class Imbalance and Class Overlap on Instance-Based Classification. 371-378 2006 conf/ideal/2006 IDEAL https://doi.org/10.1007/11875581_45 db/conf/ideal/ideal2006.html#GarciaASSM06 Roberto Alejo Vicente García 0001 José Martínez Sotoca Ramón Alberto Mollineda José Salvador Sánchez 0001 Improving the Classification Accuracy of RBF and MLP Neural Networks Trained with Imbalanced Samples. 464-471 2006 conf/ideal/2006 IDEAL https://doi.org/10.1007/11875581_56 db/conf/ideal/ideal2006.html#AlejoGSMS06

José Salvador Sánchez 0001 Ricardo Barandela A. I. Marqués Roberto Alejo Jorge Badenas Analysis of new techniques to obtain quality training sets. 1015-1022 2003 24 Pattern Recognit. Lett. 7 https://doi.org/10.1016/S0167-8655(02)00225-8 https://www.wikidata.org/entity/Q62044372 db/journals/prl/prl24.html#SanchezBMAB03

Ricardo Barandela Eduardo Gasca Roberto Alejo Correccion de la Muestra para el Aprendizaje del Perceptron Multicapa. 2-9 2001 5 13 Inteligencia Artif. http://journal.iberamia.org/index.php/ia/article/view/302/article%20%281%29.pdf db/journals/aepia/aepia5.html#BarandelaGA01

José Salvador Sánchez 0001 Ricardo Barandela A. I. Marqués Roberto Alejo Performance Evaluation of Prototype Selection Algorithms for Nearest Neighbor Classification. 44-50 2001 conf/sibgrapi/2001 SIBGRAPI https://doi.org/10.1109/SIBGRAPI.2001.963036 https://doi.ieeecomputersociety.org/10.1109/SIBGRAPI.2001.963036 https://www.wikidata.org/entity/Q62044373 db/conf/sibgrapi/sibgrapi2001.html#SanchezBMA01 Daniel Cervantes Ambriz Juan Carlos Ambriz-Polo J. A. Antonio Itzel M. Abundez B.Itzel Abundez Barrera Jorge Badenas Ricardo Barandela A. Bolívar Gustavo A. Casañ Carlos Castorena A. Cisniega Laura Cleofas H. Cruz-Reyes Rogelio Florencia Allan Antonio Flores FuentesAllan Flores-Fuentes F. García Vicente García 0001Vicente García Jiménez Graciela García-Rueda Eduardo Gasca V. M. González-Barcenas J. Leonardo González-Ruiz Everardo Efrén Granda-Gutiérrez Angélica Guzmán-Ponce Edgar Herrera Javier Illescas Jorge Sánchez Jaime Carlos Mauricio Castorena Lara E. López Federico Del Razo López M. A. López Erika López-González Guillermo De Ita Luna José Raymundo Marcial-Romero A. I. Marqués José Luis Aguirre Mendiola Grisel Miranda Grisel Miranda-Piña Ramón Alberto Mollineda Juan Monroy-de-Jesús C. Guadalupe Origel-Rivas J. Horacio Pacheco-SánchezJ. H. Pacheco-Sanchez Otniel Portillo-Rodríguez Francisco Primero Primero F. del Razo-López Eréndira Rendón-LaraEréndira Rendón Adriana Reyes-Nava J. Salvador Sánchez 0001José Salvador Sánchez 0001 Rosalinda Abad Sánchez Juan Pablo Sánchez-Crisostomo Julia Patricia Sánchez-Solís Mónica Santibáñez José Martínez Sotoca P. Toribio Adrián Trueba Jesús Valdés-González Rosa Maria ValdovinosRosa María Valdovinos Rosas Rosa María Valdovinos Juan Alberto Antonio Velázquez Héctor A. Montes Venegas R. D. Vera-Torres Gilberto Rivera Zárate