Algorithmic Challenges and Regulatory Frameworks of Artificial Intelligence in Mexico: A Prospective Analysis from the Perspective of Digital Governance Theory.

Mario Aldape-Pérez https://orcid.org/0000-0002-1504-4714 https://www.wikidata.org/entity/Q61124611

Eduardo Arguijo Yenny Villuendas-Rey Arturo Cruz-Jiménez Jonatan Mireles-Hernández Oscar Camacho-Nieto Mario Aldape-Pérez Algorithmic Challenges and Regulatory Frameworks of Artificial Intelligence in Mexico: A Prospective Analysis from the Perspective of Digital Governance Theory. 2026 15 Comput. 3 https://doi.org/10.3390/computers15030150 db/journals/computers/computers15.html#ArguijoVCMCA26 streams/journals/computers

Samantha Hernández-Clemente Susana Medina-Flores Leonel Olivares-Conchillos Roberto Zagal-Flores Amadeo José Argüelles-Cruz Daniel Jiménez-Alcantar Eidan Plata Salinas Mario Aldape-Pérez Evelyn Velasco Zagal Discovering Urban Insights of Air Pollution in Mexico City Using Social Networks. 59-76 2025 W2GIS https://doi.org/10.1007/978-3-032-01723-9_5 conf/w2gis/2025 db/conf/w2gis/w2gis2025.html#HernandezClementeMOZAAS25 streams/conf/w2gis Daniel González-Ordoñez Edgar Armando Catalán-Salgado Benjamín Luna Benoso Rene Baltazar Jimenez-Ruiz Daniel Jiménez-Alcantar Mario Aldape-Pérez Abigail García-Valerio Jasibe Benitez-Valerio An Urban Data Analytics Approach to Explore the Relations Between Trends of Air Pollution and Crime in Mexico City. 77-89 2025 W2GIS https://doi.org/10.1007/978-3-032-01723-9_6 conf/w2gis/2025 db/conf/w2gis/w2gis2025.html#GonzalezOrdonezCLJJAGB25 streams/conf/w2gis

Alvaro Salazar-Urbina Elías Ventura-Molina Cornelio Yáñez-Márquez Mario Aldape-Pérez Itzamá López-Yáñez MiniCovid-Unet: CT-Scan Lung Images Segmentation for COVID-19 Identification. 2024 28 Computación y Sistemas (CyS) 1 https://cys.cic.ipn.mx/ojs/index.php/CyS/article/view/4697 db/journals/cys/cys28.html#SalazarUrbinaVYAL24

Jonatan Mireles-Hernández Carmen F. Rey-Benguría María L. Macedo-Lavanderos Yenny Villuendas-Rey Mario Aldape-Pérez Improving Leadership in the Digital Era: A Case Study from Rural Mexico. 559 2024 12 Syst. 12 https://doi.org/10.3390/systems12120559 db/journals/systems/systems12.html#MirelesHernandezRMVA24 streams/journals/systems

Mario Aldape-Pérez Amadeo José Argüelles-Cruz Alejandro Rodríguez-Molina Miguel Gabriel Villarreal-Cervantes Air Quality Prediction in Smart Cities Using Wireless Sensor Network and Associative Models. 216-240 2023 WITCOM https://doi.org/10.1007/978-3-031-45316-8_15 conf/witcom/2023 db/conf/witcom/witcom2023.html#Aldape-PerezARV23

Javier Maldonado Romo Mario Aldape-Pérez Alejandro Rodríguez-Molina Analysis of Depth and Semantic Mask for Perceiving a Physical Environment Using Virtual Samples Generated by a GAN. 5595-5607 2022 10 IEEE Access https://doi.org/10.1109/ACCESS.2021.3137797 db/journals/access/access10.html#RomoAR22

Javier Maldonado Romo Alberto Maldonado-Romo Mario Aldape-Pérez Path Generator with Unpaired Samples Employing Generative Adversarial Networks. 9411 2022 22 Sensors 23 https://doi.org/10.3390/s22239411 db/journals/sensors/sensors22.html#RomoMA22

Javier Maldonado Romo Mario Aldape-Pérez Alejandro Rodríguez-Molina Path Planning Generator with Metadata through a Domain Change by GAN between Physical and Virtual Environments. 7667 2021 21 Sensors 22 https://doi.org/10.3390/s21227667 https://www.wikidata.org/entity/Q122042094 db/journals/sensors/sensors21.html#RomoAR21

Alejandro Rodríguez-Molina Miguel Gabriel Villarreal-Cervantes Efrén Mezura-Montes Mario Aldape-Pérez Adaptive Controller Tuning Method Based on Online Multiobjective Optimization: A Case Study of the Four-Bar Mechanism. 1272-1285 2021 51 IEEE Trans. Cybern. 3 https://doi.org/10.1109/TCYB.2019.2903491 https://www.wikidata.org/entity/Q92597083 db/journals/tcyb/tcyb51.html#Rodriguez-Molina21

Geovanni Flores-Caballero Alejandro Rodríguez-Molina Mario Aldape-Pérez Miguel Gabriel Villarreal-Cervantes Optimized Path-Planning in Continuous Spaces for Unmanned Aerial Vehicles Using Meta-Heuristics. 176774-176788 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.3026666 db/journals/access/access8.html#Flores-Caballero20

Alejandro Rodríguez-Molina Efrén Mezura-Montes Miguel Gabriel Villarreal-Cervantes Mario Aldape-Pérez Multi-objective meta-heuristic optimization in intelligent control: A survey on the controller tuning problem. 106342 2020 93 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2020.106342 db/journals/asc/asc93.html#Rodriguez-Molina20

Alejandro Rodríguez-Molina Miguel Gabriel Villarreal-Cervantes Jaime Álvarez-Gallegos Mario Aldape-Pérez Bio-inspired adaptive control strategy for the highly efficient speed regulation of the DC motor under parametric uncertainty. 29-45 2019 75 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2018.11.002 https://www.wikidata.org/entity/Q128971203 db/journals/asc/asc75.html#Rodriguez-Molina19

Jose Humberto Pérez-Cruz Pedro A. Tamayo-Meza Maricela Figueroa Ramón Silva-Ortigoza Mario Ponce-Silva Raúl Rivera Blas Mario Aldape-Pérez Exponential Synchronization of Chaotic Xian System Using Linear Feedback Control. 4706491:1-4706491:10 2019 2019 Complex. https://doi.org/10.1155/2019/4706491 https://www.wikidata.org/entity/Q115521842 db/journals/complexity/complexity2019.html#Perez-CruzTFSPR19

Elías Ventura-Molina Antonio Alarcón Paredes Mario Aldape-Pérez Cornelio Yáñez-Márquez Gustavo Adolfo Alonso-Silverio Gene selection for enhanced classification on microarray data using a weighted k-NN based algorithm. 241-253 2019 23 Intell. Data Anal. 1 https://doi.org/10.3233/IDA-173720 https://www.wikidata.org/entity/Q128335961 db/journals/ida/ida23.html#Ventura-MolinaP19

Daniel Ramírez-Martínez Mariel Alfaro-Ponce Oleksiy B. Pogrebnyak Mario Aldape-Pérez Amadeo José Argüelles-Cruz Hand Movement Classification Using Burg Reflection Coefficients. 475 2019 19 Sensors 3 https://doi.org/10.3390/s19030475 https://www.wikidata.org/entity/Q64276187 db/journals/sensors/sensors19.html#Ramirez-Martinez19

Alejandro Rodríguez-Molina Miguel Gabriel Villarreal-Cervantes Mario Aldape-Pérez An adaptive control study for the DC motor using meta-heuristic algorithms. 889-906 2019 23 Soft Comput. 3 https://doi.org/10.1007/s00500-017-2797-y db/journals/soco/soco23.html#Rodriguez-Molina19

Víctor Manuel Silva García Rolando Flores-Carapia Carlos Rentería-Márquez Benjamín Luna Benoso Mario Aldape-Pérez Substitution box generation using Chaos: An image encryption application. 123-135 2018 332 Appl. Math. Comput. https://doi.org/10.1016/j.amc.2018.03.019 https://www.wikidata.org/entity/Q122264354 db/journals/amc/amc332.html#GarciaFRBA18

Cornelio Yáñez-Márquez Itzamá López-Yáñez Mario Aldape-Pérez Oscar Camacho Nieto Amadeo José Argüelles-Cruz Yenny Villuendas-Rey Theoretical Foundations for the Alpha-Beta Associative Memories: 10 Years of Derived Extensions, Models, and Applications. 811-847 2018 48 Neural Process. Lett. 2 https://doi.org/10.1007/s11063-017-9768-2 db/journals/npl/npl48.html#Yanez-MarquezLA18

Mario Aldape-Pérez Antonio Alarcón Paredes Cornelio Yáñez-Márquez Itzamá López-Yáñez Oscar Camacho Nieto An Associative Memory Approach to Healthcare Monitoring and Decision Making. 2690 2018 18 Sensors 8 https://doi.org/10.3390/s18082690 https://www.wikidata.org/entity/Q58773324 db/journals/sensors/sensors18.html#Aldape-PerezPYL18

Alejandro Rodríguez-Molina Miguel Gabriel Villarreal-Cervantes Mario Aldape-Pérez Adaptive Control for the Four-Bar Linkage Mechanism Based on Differential Evolution. 1-7 2018 CEC https://doi.org/10.1109/CEC.2018.8477942 conf/cec/2018 db/conf/cec/cec2018.html#Rodriguez-Molina18 Alejandro Rodríguez-Molina Miguel Gabriel Villarreal-Cervantes Mario Aldape-Pérez A Dynamic Optimization Approach to Adaptive Control for the Four-Bar Linkage Mechanism. 892-906 2018 IntelliSys (2) https://doi.org/10.1007/978-3-030-01057-7_66 conf/intellisys/2018-2 db/conf/intellisys/intellisys2018-2.html#Rodriguez-Molina18

Sergio Cerón-Figueroa Itzamá López-Yáñez Wadee Alhalabi Oscar Camacho Nieto Yenny Villuendas-Rey Mario Aldape-Pérez Cornelio Yáñez-Márquez Instance-based ontology matching for e-learning material using an associative pattern classifier. 218-225 2017 69 Comput. Hum. Behav. https://doi.org/10.1016/j.chb.2016.12.039 db/journals/chb/chb69.html#Ceron-FigueroaL17

Rogelio Ramírez-Rubio Mario Aldape-Pérez Cornelio Yáñez-Márquez Itzamá López-Yáñez Oscar Camacho Nieto Pattern classification using smallest normalized difference associative memory. 104-112 2017 93 Pattern Recognit. Lett. https://doi.org/10.1016/j.patrec.2017.02.013 db/journals/prl/prl93.html#Ramirez-RubioAY17

Cornelio Yáñez-Márquez Mario Aldape-Pérez Oscar Camacho-Nieto Rogelio Ramírez-Rubio Sonia L. Valencia-Ortíz A new associative classification approach to Parkinson pre diagnosis. 67-78 2016 119 Res. Comput. Sci. https://rcs.cic.ipn.mx/2016_119/A%20new%20associative%20classification%20approach%20to%20Parkinson%20pre%20diagnosis.pdf db/journals/rcs/rcs119.html#Yanez-MarquezAC16

José Antonio Estrada Pavía Mario Aldape-Pérez Oscar Camacho-Nieto Dominant Genetic Algorithm for Feature Selection with Associative Models. 79-89 2016 119 Res. Comput. Sci. https://rcs.cic.ipn.mx/2016_119/Dominant%20Genetic%20Algorithm%20for%20Feature%20Selection%20with%20Associative%20Models.pdf db/journals/rcs/rcs119.html#PaviaAC16

Mario Aldape-Pérez Cornelio Yáñez-Márquez Oscar Camacho Nieto Itzamá López-Yáñez Amadeo José Argüelles-Cruz Collaborative learning based on associative models: Application to pattern classification in medical datasets. 771-779 2015 51 Comput. Hum. Behav. https://doi.org/10.1016/j.chb.2014.11.091 db/journals/chb/chb51.html#Aldape-PerezYNL15

Itzamá López-Yáñez Cornelio Yáñez-Márquez Oscar Camacho Nieto Mario Aldape-Pérez Amadeo José Argüelles-Cruz Collaborative learning in postgraduate level courses. 938-944 2015 51 Comput. Hum. Behav. https://doi.org/10.1016/j.chb.2014.11.055 https://www.wikidata.org/entity/Q125911126 db/journals/chb/chb51.html#Lopez-YanezYNAA15

Cornelio Yáñez-Márquez Eduardo Solórzano-Alor Mario Aldape-Pérez Rogelio Ramírez-Rubio Feature Selection on Associative Models using Single Board Computer Paradigm. 9-20 2015 98 Res. Comput. Sci. https://rcs.cic.ipn.mx/2015_98/Feature%20Selection%20on%20Associative%20Models%20using%20Single%20Board%20Computer%20Paradigm.pdf db/journals/rcs/rcs98.html#Yanez-MarquezSA15

Consuelo Varinia García Mendoza Joel-Omar Jurez-Gambino Jorge-Emmanuel Morales-Diaz Mario Aldape-Pérez Miguel Félix Mata-Rivera Mobile application for automatic translation with Augmented Reality. 9-18 2015 101 Res. Comput. Sci. https://rcs.cic.ipn.mx/2015_101/Mobile%20application%20for%20automatic%20translation%20with%20Augmented%20Reality.pdf db/journals/rcs/rcs101.html#MendozaJMAM15

Eduardo Solórzano-Alor Mario Aldape-Pérez Rogelio Ramírez-Rubio Comparative study of embedded computing platforms using sequential programming. 19-28 2015 101 Res. Comput. Sci. https://rcs.cic.ipn.mx/2015_101/Comparative%20study%20of%20embedded%20computing%20platforms%20using%20sequential%20programming.pdf db/journals/rcs/rcs101.html#Solorzano-AlorA15

Mario Aldape-Pérez José Antonio Estrada Pavía Omar Juárez-Gambino Memorias asociativas en la agricultura: un caso práctico. 61-71 2014 72 Res. Comput. Sci. https://rcs.cic.ipn.mx/2014_72/Memorias%20asociativas%20en%20la%20agricultura_%20un%20caso%20practico.pdf db/journals/rcs/rcs72.html#Aldape-PerezPG14

Ángel Ferreira-Santiago Cornelio Yáñez-Márquez Mario Aldape-Pérez Itzamá López-Yáñez Evolutionary Approach to Feature Selection with Associative Models. 111-122 2014 78 Res. Comput. Sci. https://rcs.cic.ipn.mx/2014_78/Evolutionary%20Approach%20to%20Feature%20Selection%20with%20Associative%20Models.pdf db/journals/rcs/rcs78.html#Ferreira-Santiago14

Mario Aldape-Pérez Cornelio Yáñez-Márquez Oscar Camacho Nieto Ángel Ferreira-Santiago Selección de características utilizando el paradigma de memoria asociativa y computación paralela. 2013 17 Computación y Sistemas 1 https://cys.cic.ipn.mx/ojs/index.php/CyS/article/view/1480 db/journals/cys/cys17.html#Aldape-PerezYNF13

Mario Aldape-Pérez Cornelio Yáñez-Márquez Oscar Camacho Nieto Amadeo José Argüelles-Cruz An associative memory approach to medical decision support systems. 287-307 2012 106 Comput. Methods Programs Biomed. 3 https://doi.org/10.1016/j.cmpb.2011.05.002 https://www.wikidata.org/entity/Q51002857 db/journals/cmpb/cmpb106.html#Aldape-PerezYNA12

Amadeo José Argüelles-Cruz Cornelio Yáñez-Márquez Mario Aldape-Pérez Delta Associative Memory: An Efficient.Pattern Classifier. 79-90 2009 42 Res. Comput. Sci. https://rcs.cic.ipn.mx/2009_42/Delta%20Associative%20Memory%20An%20Efficient.Pattern%20Classifier.pdf db/journals/rcs/rcs42.html#Arguelles-CruzY09

Cornelio Yáñez-Márquez Mario Aldape-Pérez Oscar Camacho Nieto Efficient Pattern Recalling Using Parallel Alpha-Beta Associative Memories. 147-156 2008 35 Res. Comput. Sci. https://rcs.cic.ipn.mx/2008_35/V35%20C15-Efficient%20Pattern%20Recalling%20Using%20Parallel%20Alpha-Beta%20Associative%20Memories.pdf db/journals/rcs/rcs35.html#Yanez-MarquezAN08

Mario Aldape-Pérez Israel Román-Godínez Oscar Camacho Nieto Thresholded Learning Matrix for Efficient Pattern Recalling. 445-452 2008 CIARP https://doi.org/10.1007/978-3-540-85920-8_55 conf/ciarp/2008 db/conf/ciarp/ciarp2008.html#Aldape-PerezRC08 Amadeo José Argüelles-Cruz Itzamá López-Yáñez Mario Aldape-Pérez Napoleón Conde-Gaxiola Alpha-Beta Weightless Neural Networks. 496-503 2008 CIARP https://doi.org/10.1007/978-3-540-85920-8_61 conf/ciarp/2008 db/conf/ciarp/ciarp2008.html#Arguelles-CruzLAC08 Mario Aldape-Pérez Cornelio Yáñez-Márquez Amadeo José Argüelles-Cruz FPGA Implementation of Parallel Alpha-Beta Associative Memories. 1081-1090 2008 ICIAR https://doi.org/10.1007/978-3-540-69812-8_108 conf/iciar/2008 db/conf/iciar/iciar2008.html#Aldape-PerezYA08

Amadeo José Argüelles-Cruz Cornelio Yáñez-Márquez Mario Aldape-Pérez FPGA Implementation of Alfa Beta Associative Memories. 27-36 2007 30 Res. Comput. Sci. https://rcs.cic.ipn.mx/2007_30/Art03_FPGA%20Implementation%20of%20Alfa%20Beta%20Associative%20Memories.pdf db/journals/rcs/rcs30.html#Arguelles-CruzY07

Mario Aldape-Pérez Cornelio Yáñez-Márquez Amadeo José Argüelles-Cruz Optimized Associative Memories for Feature Selection. 435-442 2007 conf/ibpria/2007-1 IbPRIA (1) https://doi.org/10.1007/978-3-540-72847-4_56 db/conf/ibpria/ibpria2007-1.html#Aldape-PerezYA07 Mariel AlfaroMariel Alfaro-Ponce Wadee Alhalabi Gustavo Adolfo Alonso-Silverio Jaime Álvarez-Gallegos Amadeo José Argüelles-Cruz Eduardo Arguijo Jasibe Benitez-Valerio Benjamín Luna Benoso Raúl Rivera Blas Oscar Camacho-NietoOscar Camacho Nieto Edgar Armando Catalán-Salgado Sergio Cerón-Figueroa Napoleón Conde-Gaxiola Arturo Cruz-Jiménez Ángel Ferreira-Santiago Maricela Figueroa Geovanni Flores-Caballero Rolando Flores-Carapia Víctor Manuel Silva García Abigail García-Valerio Daniel González-Ordoñez Samantha Hernández-Clemente Daniel Jiménez-Alcantar Rene Baltazar Jimenez-Ruiz Omar Juárez-Gambino Joel-Omar Jurez-Gambino Itzamá López-Yáñez María L. Macedo-Lavanderos Alberto Maldonado-Romo Felix Mata 0001Miguel Félix Mata-Rivera Susana Medina-Flores Consuelo Varinia García Mendoza Efrén Mezura-Montes Jonatan Mireles-Hernández Jorge-Emmanuel Morales-Diaz Leonel Olivares-Conchillos Antonio Alarcón Paredes José Antonio Estrada Pavía Jose Humberto Pérez-Cruz Oleksiy B. Pogrebnyak Mario Ponce-Silva Daniel Ramírez-Martínez Rogelio Ramírez-Rubio Carlos Rentería-Márquez Carmen F. Rey-Benguría Alejandro Rodríguez-Molina Israel Román-Godínez Javier Maldonado Romo Alvaro Salazar-Urbina Eidan Plata Salinas Ramón Silva-Ortigoza Eduardo Solórzano-Alor Pedro A. Tamayo-Meza Sonia L. Valencia-Ortíz Elías Ventura-Molina Miguel Gabriel Villarreal-Cervantes Yenny Villuendas-Rey Cornelio Yáñez-Márquez Evelyn Velasco Zagal Roberto Zagal-Flores