Ravelijn

dr. M.R. Machado (Marcos)

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

Expertises

  • Economics, Econometrics and Finance

    • Finance
    • Specific Industry

  • Computer Science

    • Machine Learning Algorithm
    • Models
    • Financial Industry

  • Social Sciences

    • Approach
    • Customer
    • Revenue

Organisaties

Publicaties

2025

Predicting retail customers' distress in the finance industry: An early warning system approach (2025)Journal of Retailing and Consumer Services, 82. Article 104101. Beltman, J., Machado, M. R. & Osterrieder, J. R.https://doi.org/10.1016/j.jretconser.2024.104101

2024

Green AI in the Finance Industry: Exploring the Impact of Feature Engineering on the Accuracy and Computational Time of Machine Learning Models (2024)Applied Soft Computing, 167. Article 112343. Machado, M., Asadi, A., William R. de Souza, R. & Ugulino, W.https://doi.org/10.1016/j.asoc.2024.112343How can Artificial Intelligence (AI) be used to manage Customer Lifetime Value (CLV)—A systematic literature review (2024)International Journal of Information Management Data Insights, 4(2). Article 100279. Firmansyah, E. B., Machado, M. R. & Moreira, J. L. R.https://doi.org/10.1016/j.jjimei.2024.100279How can artificial intelligence help customer intelligence for credit portfolio management? A systematic literature review (2024)International Journal of Information Management Data Insights, 4(2). Article 100234. Amato, A., Osterrieder, J. R. & Machado, M. R.https://doi.org/10.1016/j.jjimei.2024.100234Applications of machine learning algorithms to support COVID-19 diagnosis using X-rays data information (2024)Expert systems with applications, 238(Part B). Article 122029. Medeiros, E. P., Machado, M. R., de Freitas, E. D. G., da Silva, D. S. & de Souza, R. W. R.https://doi.org/10.1016/j.eswa.2023.122029

2023

Challenge-Based Learning and Constructive Alignment: A Challenge for Information Systems' Educators (2023)In SEFI 2023 - 51st Annual Conference of the European Society for Engineering Education: Engineering Education for Sustainability, Proceedings (pp. 2517-2526). Societe Europeenne pour la Formation des Ingenieurs (SEFI). Moreira, J., Ugulino, W., Machado, M. R. & Pires, L. F.https://doi.org/10.21427/V8GC-C794Digital Finance: Reaching New Frontiers (2023)Open Research Europe, 3. Article 38. Osterrieder, J., Hadji Misheva, B. & Machado, M.https://doi.org/10.12688/openreseurope.15386.1

2022

Applying hybrid machine learning algorithms to assess customer risk-adjusted revenue in the financial industry (2022)Electronic commerce research and applications, 56. Article 101202. Machado, M. R. & Karray, S.https://doi.org/10.1016/j.elerap.2022.101202Integrating Customer Portfolio Theory and the Multiple Sources of Risk Approaches to Model Risk-Adjusted Revenue (2022)IFAC-papersonline, 55(16), 356-363. Machado, M. R. & Karray, S.https://doi.org/10.1016/j.ifacol.2022.09.050Assessing credit risk of commercial customers using hybrid machine learning algorithms (2022)Expert systems with applications, 200. Article 116889. Machado, M. R. & Karray, S.https://doi.org/10.1016/j.eswa.2022.116889

Onderzoeksprofielen

Verbonden aan opleidingen

Vakken collegejaar 2024/2025

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 2023/2024

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)

COST Action - Fintech and AI in Finance

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

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

BuddyGPT

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