Nivel SNII - 2
Formación
- PhD in Informatics, ITESM, Campus Monterrey, 1998
- MSc in IT and KBS, U. of Edinburgh, UK, 1994
- MSc in Computer Science, U. of Oklahoma, 1987
- BSc in Computational Systems, ITESM, Campus Monterrey 1982
Proyectos
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IDEA2: Innovation through Data Science and Artificial Intelligence to Impact the Company’s KPIs, Collaboration with Department of Data Science, Arca Continental, $140,000USD, Co-Principal Investigator, Principal Investigator: Dr. Santiago E. Conant Pablos, 2024-2025.
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MOHH: Developing Multi-Objective Hyper-heuristics Towards the Solution of Relevant Optimization Problems in Smart Cities, Collaboration with Dr. Carlos A. Coello Coello (CINVESTAV) (Tec-Faculty of Excellence Initiative) $100,000USD, Principal Investigator, 2023-2025.
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DTwinDistrict: An AI-based District-Scale Digital Twin for Emulating Events and Supporting Decision Making, Collaboration with the University of Texas – San Antonio (Dr. Paul Rad) (Tec-Challenge-based Funding Program) $100,000USD, Principal Investigator, 2022-2024
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E4C&CT: Ecosystem for Scaling Up Computational Thinking and Reasoning for Complexity, Interdisciplinary collaboration project within the Institute for the Future of Education, (Tec-Challenge-based Funding Program) $400,000USD Co-Principal Investigator, Principal Investigator: Dra. Ma. Soledad Ramirez, School of Education, 2022-2024
Áreas de interés
- Computational Intelligence and Bio-inspired Algorithms
- Heuristic, Metaheuristics and Hyper-heuristics
- Automated Generation of Algorithms
- Optimization, Data Science and Automated Learning
- Video Analytics and Applications of AI
Tesis
Doctorado
- Mohammad Saif Wajid, A Digital Twin Model with Knowledge Graph-driven Dense Captioning, PhD in Computer Science, Tecnológico de Monterrey, Advisors: Dr. Hugo Terashima Marín and DR. Paul Rad (UTSA), June 2024
- José Ricardo Abreu Pederzini, Extracting the Embedded Knowledge in Class Visualizations from Artificial Neural Networks for Applications in Dataset and Model Compression and Combinatorial Optimization, PhD in Computer Science, Tecnológico de Monterrey, Advisors: Dr. Hugo Terashima-Marin and Dr. José Carlos Ortiz Bayliss, June 2024
Maestría
- Guillermo Pérez Espinoza, Tailoring Metaheuristics for Designing Thermodynamic-Optimal Water Based Cooling Devices for Microelectronic Thermal Management Applications, Master of Science in Computer Science, Tecnológico de Monterrey, Advisors: Dr. Hugo Terashima-Marin and Dr. Jorge Mario Cruz Duarte, June 2023
- José Manuel Tapia Avitia, Hyper-heuristic Model Based on Neural Networks for Solving the Metaheuristic Composition Optimisation Problem in Continuous Domains, Master of Science in Computer Science, Tecnológico de Monterrey, Advisors: Dr. Hugo Terashima-Marin and Jorge Mario Cruz Duarte, December 2022
- Carlos Flores Munguía, Detection of Suspicious Attitudes on Video Using Neuroevolved Shallow and Deep Neural Networks Models, Master of Science in Computer Science, Tecnológico de Monterrey, Advisor: Dr. Hugo Terashima-Marin, December 2021
- Kevin Brian Kwan Chong Loo, Detection of Violent Behavior in Open Environments Using Pose Estimation and Neural Networks, Master of Science in Computer Science, Tecnológico de Monterrey, Advisor: Dr. Hugo Terashima-Marin, December 2020
Publicaciones
Journal Publications (Recent)
- Wajid M.A., Wajid M.S., Zafar A., Terashima-Marin H. Digital Twin technology for multimodal-based smart mobility using hybrid Co-ABC optimization based deep CNN (2025) Cluster Computing, 28 (3), art. no. 194 DOI: 10.1007/s10586-024-04903-8
- Pirzado F.A., Ahmed A., Hussain S., Ibarra-Vázquez G., Terashima-Marin H. Assessing Computational Thinking in Engineering and Computer Science Students: A Multi-Method Approach (2025) Education Sciences, 15 (3), art. no. 344 DOI: 10.3390/educsci15030344
- Gárate-Escamilla A.K., Ortiz-Bayliss J.C., Terashima-Marín H. Machine Learning, Missing Values, and Algorithm Selectors: The Untold Story (2025) Computacion y Sistemas, 29 (1), pp. 311 – 323 DOI: 10.13053/CyS-29-1-5508
- Tapia-Avitia J.M., Cruz-Duarte J.M., Amaya I., Ortiz-Bayliss J.C., Terashima-Marin H., Pillay N. Analysing hyper-heuristics based on Neural Networks for the automatic design of population-based metaheuristics in continuous optimisation problems (2024) Swarm and Evolutionary Computation, 89, art. no. 101616 DOI: 10.1016/j.swevo.2024.101616
- Wajid M.S., Terashima-Marin H., Najafirad P., Pablos S.E.C., Wajid M.A. DTwin-TEC: An AI-based TEC district digital twin and emulating security events by leveraging knowledge graph (2024) Journal of Open Innovation: Technology, Market, and Complexity, 10 (2), art. no. 100297 DOI: 10.1016/j.joitmc.2024.100297
- Ibarra-Vazquez G., Ramírez-Montoya M.S., Terashima H. Gender prediction based on University students’ complex thinking competency: An analysis from machine learning approaches (2024) Education and Information Technologies, 29 (3), pp. 2721 – 2739 DOI: 10.1007/s10639-023-11831-4
- Javier Amado-Garfias A., Conant-Pablos S.E., Ortiz-Bayliss J.C., Terashima-Marin H. Automatic Selection of Machine Learning Models for Armed People Identification (2024) IEEE Access, 12, pp. 175952 – 175968 DOI: 10.1109/ACCESS.2024.3504483
- Garza-Santisteban F., Cruz-Duarte J.M., Amaya I., Ortiz-Bayliss J.C., Conant-Pablos S.E., Terashima-Marín H. Selection hyper-heuristics and job shop scheduling problems: How does instance size influence performance? (2024) Journal of Scheduling DOI: 10.1007/s10951-024-00819-8
- Pirzado F.A., Ahmed A., Mendoza-Urdiales R.A., Terashima-Marin H. Navigating the Pitfalls: Analyzing the Behavior of LLMs as a Coding Assistant for Computer Science Students - A Systematic Review of the Literature (2024) IEEE Access, 12, pp. 112605 – 112625 DOI: 10.1109/ACCESS.2024.3443621
- Amado-Garfias A.J., Conant-Pablos S.E., Ortiz-Bayliss J.C., Terashima-Marin H. Improving Armed People Detection on Video Surveillance Through Heuristics and Machine Learning Models (2024) IEEE Access, 12, pp. 111818 - 111831 DOI: 10.1109/ACCESS.2024.3442728
- Wajid M.S., Terashima-Marin H., Najafirad P., Wajid M.A. Deep learning and knowledge graph for image/video captioning: A review of datasets, evaluation metrics, and methods (2024) Engineering Reports, 6 (1), art. no. e12785 DOI: 10.1002/eng2.12785
Conference Publications (Recent)
- Morales Paredes, A. I., Falcon-Cardona, J. G., Juárez J., Terashima-Marin H., Coello Coello, Carlos A., Reference Point Specification in Greedy Inclusion Hypervolume-based Subset Selection: A Study on Two Objectives, Genetic and Evolutionary Computation Conference 2025, accepted for publication
- Morales Paredes, A. I., Falcon-Cardona, J. G., Juárez J., Terashima-Marin H., Coello Coello, Carlos A., Automatic Design of Specialized Variation Operators for the Multi-Objective Quadratic Assignment Problem, Genetic and Evolutionary Computation Conference 2025, accepted for publication
- Pérez-Espinosa G., Cruz-Duarte J.M., Amaya I., Ortiz-Bayliss J.C., Terashima-Marín H., Pillay N. Tailoring Metaheuristics for Designing Thermodynamic-Optimal Cooling Devices for Microelectronic Thermal Management Applications (2024) 2024 IEEE Congress on Evolutionary Computation, CEC 2024 – Proceedings DOI: 10.1109/CEC60901.2024.10611938
- Ibarra-Vazquez G., Terashima-Marín H., Coello C.A. Exploring Generative AIs as Population Variation Operator in Multi-objective Optimization Problems (2024) 2024 IEEE Congress on Evolutionary Computation, CEC 2024 - Proceedings DOI: 10.1109/CEC60901.2024.10612049
- Juárez J., Brizuela C.A., Terashima-Marín H., Coello Coello C.A. Recombination Operators for the Multi-Objective Team Formation Problem in Social Networks (2024) 2024 IEEE Congress on Evolutionary Computation, CEC 2024 – Proceedings DOI: 10.1109/CEC60901.2024.10612176
- Ortiz-Bayliss J.C., Gárate-Escamilla A.K., Terashima-Marín H. Missing Data and Their Effect on Algorithm Selection for the Bin Packing Problem (2024) Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 14755 LNCS, pp. 34 – 43 DOI: 10.1007/978-3-031-62836-8_4
Edited Book
Datos de contacto
Tecnológico de Monterrey, Campus MTY
School of Engineering and Sciences
Ave. Eugenio Garza Sada 2501 Sur, Tecnológico, Monterrey, N. L. 64700 México
terashima@tec.mx