Expertises
Economics, Econometrics and Finance
- Finance
- Machine Learning
- Specific Industry
- Credit
Computer Science
- Artificial Intelligence
- Machine Learning Algorithm
- Machine Learning Model
- Models
Organisaties
Publicaties
2026
Artificial Intelligence-Driven and Digital Practices for Circular Business and Finance: Insights for Advancing Hubs for Circularity (2026)Business strategy and the environment (E-pub ahead of print/First online). Tripathi, A., Machado, M. R., Spierdijk, L. & Yazan, D. M.https://doi.org/10.1002/bse.70845Explaining 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-yLog anomaly detection in AIOps: A real-world implementation using Large Language Models (2026)Systems and Soft Computing, 8. Article 200475 (E-pub ahead of print/First online). Cabello, M. D. l. C., Sales, T. P. & Machado, M. R.https://doi.org/10.1016/j.sasc.2026.200475A hybrid machine learning approach for customer valuation and decision-making in peer-to-peer lending (2026)Decision Analytics Journal, 18. Article 100679. Machado, M. R. & Karray, S.https://doi.org/10.1016/j.dajour.2026.100679Multi-modal document classification in AEC asset management (2026)Intelligent Systems with Applications, 29. Article 200609. Rademaker, F., Ahmed, F. & Machado, M. R.https://doi.org/10.1016/j.iswa.2025.200609How 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 (E-pub ahead of print/First online). Razaq, W. B. M., Chen, H., Machado, M. R. & Rebelo Moreira, J. L.https://doi.org/10.1016/j.asoc.2026.114908Financing circularity strategies in critical raw materials supply chains: Toward a novel blended framework (2026)Resources Policy, 112. Article 105811. Xie, K., Machado, M. R., Spierdijk, L. & Yazan, D. M.https://doi.org/10.1016/j.resourpol.2025.105811
2025
AIOps for log anomaly detection in the era of LLMs: A systematic literature review (2025)Intelligent Systems with Applications, 28. Article 200608. De la Cruz Cabello, M., Prince Sales, T. & Machado, M. R.https://doi.org/10.1016/j.iswa.2025.200608Advancing credit risk assessment in the retail banking industry: A hybrid approach using time series and supervised learning models (2025)Data & knowledge engineering, 160. Article 102490. Goldmann, S. H., Machado, M. R. & Osterrieder, J. R.https://doi.org/10.1016/j.datak.2025.102490
Onderzoeksprofielen
Verbonden aan opleidingen
Vakken collegejaar 2025/2026
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.
- 192399979 - Final Project BIT
- 194100040 - Master Thesis BA
- 194100060 - Master Thesis IE&M
- 201300058 - Research Topics BIT
- 201300059 - Internship BIT
- 201500101 - Master Thesis Research Proposal
- 201500102 - Master Thesis Research Project
- 201500371 - Capita Selecta BIT
- 202000434 - BSc Research Assignment
- 202001051 - Research Project Core BIT
- 202001486 - Capita Selecta EngD (tailored assignm.)
- 202001522 - Capita Selecta EngD (in-company tr.)
- 202200345 - Applications of AI in Business
- 202300106 - M12 Research Project TCS
- 202300242 - Business Process Management
- 202400101 - Bachelor Thesis IBA
- 202400371 - M12 Research Project Core BIT
- 202400724 - Business and Process Analytics Project
Vakken collegejaar 2024/2025
- 192399979 - Final Project BIT
- 194100040 - Master Thesis BA
- 194100060 - Master Thesis IE&M
- 194105070 - Inform.Syst f/t Fin. Services Industry
- 201300058 - Research Topics BIT
- 201300059 - Internship BIT
- 201500101 - Master Thesis Research Proposal
- 201500102 - Master Thesis Research Project
- 201500371 - Capita Selecta BIT
- 202000403 - Business Process Management
- 202000434 - BSc Research Assignment
- 202000576 - Research Proposal Bachelor Thesis IBA
- 202000579 - Bachelor Thesis IBA
- 202001051 - Research Project Core BIT
- 202001486 - Capita Selecta EngD (tailored assignm.)
- 202001521 - Capita Selecta EngD (external course)
- 202001522 - Capita Selecta EngD (in-company tr.)
- 202001613 - MSc Final Project BIT + CS
- 202200345 - Applications of AI in Business
- 202300002 - Enterprise Software for the Integration
- 202300106 - M12 Research Project TCS
- 202300242 - Business Process Management
- 202300363 - Internship BIT - CS
- 202400101 - Bachelor Thesis IBA
- 202400106 - Bachelor Thesis IBA, DD with Múnster
- 202400371 - M12 Research Project Core BIT
- 202400724 - Business and Process Analytics Project
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
Voltooide projecten

COST Action - Fintech and AI in Finance

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

Universiteit Twente
Ravelijn (gebouwnr. 10), kamer 3105
Hallenweg 17
7522 NH Enschede
Universiteit Twente
Ravelijn 3105
Postbus 217
7500 AE Enschede