Dr. M.R. Machado | People pages: Vind een medewerker en alle contactgegevens

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

A hybrid machine learning approach for customer valuation and decision-making in peer-to-peer lending (2026)Decision Analytics Journal, 18. Article 100679 (E-pub ahead of print/First online). Machado, M. R. & Karray, S.https://doi.org/10.1016/j.dajour.2026.100679Financing 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.2025.200608Explaining to defend: SHAP-based defense mechanism against adversarial attacks in P2P credit risk (2025)Expert systems with applications, 301. Article 130432 (E-pub ahead of print/First online). Straus, J. V. D., Andreev, V. K., Koeleman, T., Sepanosian, T. & Machado, M. R.https://doi.org/10.1016/j.eswa.2025.130432Multi-modal document classification in AEC asset management (2025)Intelligent Systems with Applications, 29. Article 200609 (E-pub ahead of print/First online). Rademaker, F., Ahmed, F. & Machado, M. R.https://doi.org/10.1016/j.iswa.2025.200609Advancing 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.2025.102490An analytical approach to credit risk assessment using machine learning models (2025)Decision Analytics Journal, 16. Article 100605. Machado, M. R., Chen, D. T. & Osterrieder, J. R.https://doi.org/10.1016/j.dajour.2025.100605Forecasting customers' risk-adjusted revenue: An explainable machine learning approach for the telecommunication industry (2025)Data-Driven Modelling, 1, 13-65. Firmansyah, E. B., Rebelo Moreira, J. L. & Machado, M. R.https://doi.org/10.1142/S3029101125500036A Retail-Corpus for Aspect-Based Sentiment Analysis with Large Language Models (2025)[Contribution to conference › Paper] 8th International Conference on Natural Language and Speech Processing, ICNLSP 2025. Silcenco, O., Machado, M. R., Ugulino, W. C. & Braun, D.https://aclanthology.org/2025.icnlsp-1.19.pdfAdvanced analytics to improve energy efficiency of steel industry - A systematic review on ladle logistics (2025)Cleaner Engineering and Technology, 25. Article 100907. Keshetti, A. R., Ruela, V. S. P., Chen, H. & Machado, M. R.https://doi.org/10.1016/j.clet.2025.100907

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.