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2020 – today
- 2026
[j10]Floor Rademaker
, Faizan Ahmed, Marcos Roberto Machado:
Multi-modal document classification in AEC asset management. Intell. Syst. Appl. 29: 200609 (2026)- 2025
- [j9]Sebastian H. Goldmann, Marcos Roberto Machado, Jörg Osterrieder:
Advancing credit risk assessment in the retail banking industry: A hybrid approach using time series and supervised learning models. Data Knowl. Eng. 160: 102490 (2025) - [j8]Bjorn van Braak, Jörg Osterrieder, Marcos Roberto Machado:
How can consumers without credit history benefit from the use of information processing and machine learning tools by financial institutions? Inf. Process. Manag. 62(3): 103972 (2025) - [j7]Miguel De la Cruz Cabello, Tiago Prince Sales, Marcos Roberto Machado:
AIOps for log anomaly detection in the era of LLMs: A systematic literature review. Intell. Syst. Appl. 28: 200608 (2025) - [c3]Oleg Silcenco, Marcos Roberto Machado, Wallace C. Ugulino, Daniel Braun:
A Retail-Corpus for Aspect-Based Sentiment Analysis with Large Language Models. ICNLSP 2025: 182-195 - [i1]Oleg Silcenco, Marcos Roberto Machado, Wallace C. Ugulino, Daniel Braun:
A Retail-Corpus for Aspect-Based Sentiment Analysis with Large Language Models. CoRR abs/2508.17994 (2025) - 2024
- [j6]Marcos Roberto Machado, Amin Asadi, Renato William R. de Souza, Wallace C. Ugulino:
Green AI in the finance industry: Exploring the impact of feature engineering on the accuracy and computational time of Machine Learning models. Appl. Soft Comput. 167: 112343 (2024) - [j5]Elias P. Medeiros, Marcos Roberto Machado, Emannuel Diego G. de Freitas, Daniel Santos da Silva, Renato William R. de Souza:
Applications of machine learning algorithms to support COVID-19 diagnosis using X-rays data information. Expert Syst. Appl. 238(Part B): 122029 (2024) - [j4]Alessandra Amato, Jörg Osterrieder, Marcos Roberto Machado:
How can artificial intelligence help customer intelligence for credit portfolio management? A systematic literature review. Int. J. Inf. Manag. Data Insights 4(2): 100234 (2024) - [j3]Edo Belva Firmansyah, Marcos Roberto Machado, João Luiz Rebelo Moreira:
How can Artificial Intelligence (AI) be used to manage Customer Lifetime Value (CLV) - A systematic literature review. Int. J. Inf. Manag. Data Insights 4(2): 100279 (2024) - [c2]João Moreira, Cornelis Bouter, Laura Daniele, Mateus Rocha, Marcos Roberto Machado:
Knowledge Representation of Time Series Data: A Comparison Analysis of Standardized Ontologies. EKAW (Companion) 2024 - 2022
- [j2]Marcos Roberto Machado, Salma Karray:
Applying hybrid machine learning algorithms to assess customer risk-adjusted revenue in the financial industry. Electron. Commer. Res. Appl. 56: 101202 (2022) - [j1]Marcos Roberto Machado, Salma Karray:
Assessing credit risk of commercial customers using hybrid machine learning algorithms. Expert Syst. Appl. 200: 116889 (2022)
2010 – 2019
- 2019
- [c1]Marcos Roberto Machado, Salma Karray, Ivaldo Tributino de Sousa:
LightGBM: an Effective Decision Tree Gradient Boosting Method to Predict Customer Loyalty in the Finance Industry. ICCSE 2019: 1111-1116
Coauthor Index
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