Research

I am interested in creating innovative models of machine learning. Often, I apply these models in problems of cyber security (e.g., intrusion detection, bot detection, etc.) and public security (person at risk detection, personal stress surveillance, latent finger- or palm-print identification, etc.) I am also interested in automating the use of theorem proving to formal methods of system development. Currently, my research concerns: the design of novel methods for anomaly detection, pattern-based classification, (fuzzy) clustering, similarity relations, latent finger- or palm-print identification, functional trees, neural architecture search and strategy discovery.

Ongoing Projects

(2023―2025) Neural Architecture Search for Image Restoration, Grant holder, CONACYT Convocatoria Ciencia de Frontera 2023, CF-2023-I-801, with Víctor A. Sosa Hernández, J. Guillermo Falcón, Leopoldo Llano, Sergio Sarmiento, and Manuel Casillas.
(2022―2025) Intelligence Artificielle pour la generation de microfictions littéraires (GenMicFic), Grant co-holder, SEP-CONACYT-ANUIES-ECOS NORD FRANCIA, 321105, with Nathalie Pernelle and Jorge García Flores (from Université Sorbonne Paris Nord, France), Gerardo Alemán, and Ivan V. Meza Ruiz (from UNAM, Mexico).

Complete Projects (PI)

(2021―2022) Human in the loop software for improving latent fingerprint identification, now Grant co-holder, Tec - UoA Seed Funding Programme; with Miguel A. Medina Pérez and Matt Taylor (University of Alberta, Canada).
(2017―2020) Identificación de Huellas Latentes Palmares y Dactilares, Grant Holder, CONACYT Problemas Nacionales, PN-720; with Miguel A. Medina Pérez and Octavio Looyola González.
(2019) Democratising AI, Expert, Google Inc; with Octavio Loyola González, Jorge Rodríguez, Armando López Cuevas and Israel Mata.
(2019) Dynamic Networks and Metrics for Ad Efficiency Ratings, Grant Holder, NIC México; with Bárbara Cervantes, Miguel A. Medina, José E. Ramírez Márquez, Octavio Loyola González and Fernando Gómez.
(2019) Countermeasures for DDoS Attacks Targeting the Domain Name System, Grant Holder, NIC México; with Luis A. Trejo, Miguel A. Medina, José E. Ramírez Márquez, Octavio Loyola González and Víctor Ferman.
(2017) Resiliencia Estudiantil: Sistema de Recomendación Pro-Mejora de Desempeño Académico, Grant Holder, NOVUS; with Miguel A. Medina, and José E. Ramírez Márquez.
(2015) Formal Verification of Web Applications, Grant holder, Google Faculty Research Awards; with Dieter Hutter (DFKI, Germany) and Victor H. Ferman.
(2012―2014) Aplicación de Modelos Estadísticos y Técnicas de Caracterización a Tráfico de Red para la Detección de Intrusos, now grant-holder, CONACyT - SEP Investigación Básica 105698; with Nora E. Sánchez, and Luis A. Trejo.
(2012) Automated Repair of Industrial-Strenght Security Protocols, Grant co-Holder, with Dieter Hutter, CONACyT - DFG Grant 121596.
(2008―2010) On the Timely Detection of Mimicry Attacks, Grant Holder, CONACyT Grant 47557; with Nora E Sánchez, Carlos Mex-Perera and Luis A Trejo.
(2008) Método estadístico para la detección de ataques al DNS, Participant, Fondo Regional para la Innovación Digital en América Latina y el Caribe, FRIDA Grant Project 142., with Carlos Mex-Perera (grant-holder) and Luis A Trejo.
(2006) On Automatically Patching Faulty Security Protocols, Grant Co-holder, CONACyT - DAAD Grant J110.382/2006; with Dieter Hutter.
(2006) On the Timely Detection of Mimicry Attacks, Grant Holder, Fondo Regional para la Innovación Digital en América Latina y el Caribe, FRIDA Grant VI; with Carlos Mex-Perera and Luis A Trejo.
(2004) Computer Security Based on Immune Systems, Grant Co-holder, CONACyT-BMBF Grant J200.1442/2002.Grant holders: Raúl Monroy and Dieter Hutter, from DFKI, Germany.
(2000―2004) The Use of Proof Planning to Automating the Verification of Authentication Protocols, Grant Holder, CONACyT Grant 33337-A.

Complete Projects (Co - PI or Participant)

(2011) ELISA - Sistema de Localización y Asistencia Inmediata, CUDI-CONACYT; with Luis A. Trejo (Grant holder).
(2008) Método estadístico para la detección de ataques al DNS, Participant, Fondo Regional para la Innovación Digital en América Latina y el Caribe, FRIDA Grant Project 142., with Carlos Mex-Perera (grant-holder) and Luis A Trejo.
(2008) Planificación de Movimientos y Percepción para Robots: Mundos Tridimensionales y Manejo de Incertidumbre, CONACyT - SEP Investigación Básica 106475, with Rafael Murrieta Cid (grant-holder).
(2008) Pursuit Evasion Problems in 3D Environments, Participant, CONACyT - NSF Grant J110.534/2006; with Rafael Murrieta-Cid (grant-holder).

Group Projects

(2024―date) Artificial Intelligence Strategic Innitiative, Group co-leader, Tecnologico de Monterrey, School of Science and Engineering. Group-research Grant.
(2022―2024) Advanced Artificial Intelligence, Group leader, Tecnologico de Monterrey, School of Science and Engineering. Group-research Grant.
(2014―2022) Machine Learning Models, Group leader, ITESM, School of Science and Engineering. Group-research Grant; with Miguel González Mendoza, Luis A. Trejo Rodríguez, César Torres Huitzil, Luciano García Bañuelos, Andrés E. Gutiérrez Rodríguez, Gilberto Ochoa Ruiz and José A. Cantoral Ceballos.
(2004―2013) NetSec: Network and Computer Security, Group leader, ITESM―Rectoría Zona Centro. Group-research Grant C-CEM-04/07; with Nora Erika Sánchez and Luis Angel Trejo.
(2000) Red de Investigadores en Informática, Grant Co-holder, CONACyT REDII Grant "Laboratorios Virtuales"; with Isaac Rudomín and Roberto Gómez.

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