Ravelijn

dr. M.R. Machado (Marcos)

Universitair docent
BMS-HBE-FEBIS
Ravelijn 3105
m.r.machado@utwente.nl
+31534899045
Visitekaartje

Expertises

  • Computer Science

    • Artificial Intelligence
    • Systematic Literature Review
    • Machine Learning Model
    • Large Language Model

  • Social Sciences

    • Systematic Review
    • Finance
    • Learning System

  • Economics, Econometrics and Finance

    • Machine Learning

Organisaties

Publicaties

2026

Enhancing circularity and sustainability in Eco-Industrial Parks: A DEA-Based efficiency assessment and regression-based impact analysis of SME contributions (2026)Cleaner Waste Systems, 15. Article 100547 (E-pub ahead of print/First online). Nguyen, N. M. C., Machado, M. R., Rogetzer, P. B. & Yazan, D. M.https://doi.org/10.1016/j.clwas.2026.100547Data Envelopment Analysis of sustainable development performance with enterprise structure and data governance in Europe (2026)Sustainable Futures, 12. Article 101963 (E-pub ahead of print/First online). de Lange, W., Rogetzer, P. B., Ugulino, W. C., Chen, H. & Machado, M. R.https://doi.org/10.1016/j.sftr.2026.101963Leveraging early warning systems and customer segmentation to identify business opportunities in the financial industry (2026)International Journal of Information Management Data Insights, 6(2). Article 100428 (E-pub ahead of print/First online). Amato, A., Machado, M. R. & Moreira, J. L. R.https://doi.org/10.1016/j.jjimei.2026.100428Anatomy of peer-to-peer (P2P) lending fraud: A review with managerial implications (2026)International Journal of Information Management Data Insights, 6(2). Article 100425 (E-pub ahead of print/First online). Machado, M. R., Coita, I. F., Gomez, L., Wenzlaff, K., van Heeswijk, W., Bernard, F. S., Pop, M. V. & Osterrieder, J.https://doi.org/10.1016/j.jjimei.2026.100425Balancing Economic Viability and Environmental Impact in Circular Business Transitions (2026)Circular Economy and Sustainability, 6(3). Article 240. Tleuken, A., Grobben, B., Rogetzer, P. & Machado, M. R.https://doi.org/10.1007/s43615-026-00968-2Log anomaly detection in AIOps: A real-world implementation using Large Language Models (2026)Systems and Soft Computing, 8. Article 200475. Cabello, M. D. l. C., Sales, T. P. & Machado, M. R.https://doi.org/10.1016/j.sasc.2026.200475Predicting the future of healthcare costs: A review of healthcare contract cost forecasting for hospital management (2026)International Journal of Data Science and Analytics, 22. Article 177 (E-pub ahead of print/First online). Klunder, L. A., Guericke, D., Bemthuis, R. H., Koenderink, M. & Machado, M. R.https://doi.org/10.1007/s41060-026-01138-1How can the integration of AI large language models and knowledge graph enhance fault diagnosis?: A systematic literature review (2026)Applied Soft Computing, 194. Article 114908. Razaq, W. B. M., Chen, H., Machado, M. R. & Rebelo Moreira, J. L.https://doi.org/10.1016/j.asoc.2026.114908Explaining to defend: SHAP-based defense mechanism against adversarial attacks in P2P credit risk (2026)Expert systems with applications, 301. Article 130432. Straus, J. V. D., Andreev, V. K., Koeleman, T., Sepanosian, T. & Machado, M. R.https://doi.org/10.1016/j.eswa.2025.130432Designing green artificial intelligence (Green AI) models for finance: A novel approach for sustainable and responsible adoption (2026)Financial Innovation, 12. Article 96 (E-pub ahead of print/First online). Elbouknify, I., Machado, M. R. & Iannario, M.https://doi.org/10.1186/s40854-026-00915-y

Onderzoeksprofielen

Verbonden aan opleidingen

Vakken collegejaar 2026/2027

Vakken in het huidig collegejaar worden toegevoegd op het moment dat zij definitief zijn in het Osiris systeem. Daarom kan het zijn dat de lijst nog niet compleet is voor het gehele collegejaar.

Vakken collegejaar 2025/2026

Lopende projecten

Kickstart AI: Artificial Intelligence (AI) in Finance

Sustainable Circular Economy Transition: from Industrial Symbiosis to Hubs for Circularity (IS2H4C)

Circular Economy Platform Twente (CEP Twente)

Marie Sklodowska-Curie Action Industrial Doctoral Network on Digital Finance (MSCA Digital Finance)

BuddyGPT

https://indico.unina.it/event/116/overview

Reducing the Energy Cost of AI in High-Stakes Systems

Voltooide projecten

COST Action - Fintech and AI in Finance

Erasmus: Blended Intensive Program (BIP) - Methods for Fintech and Artificial Intelligence in Finance

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