Henrique O. Marques

According to our database, Henrique O. Marques authored at least 11 papers between 2015 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2025

What do anomaly scores actually mean? Dynamic characteristics beyond accuracy.

Félix Iglesias Vázquez, Henrique O. Marques, Arthur Zimek, Tanja Zseby

Data Min. Knowl. Discov., January, 2025

2024

Evaluating outlier probabilities: assessing sharpness, refinement, and calibration using stratified and weighted measures.

Philipp Röchner, Henrique O. Marques, Ricardo J. G. B. Campello, Arthur Zimek

Data Min. Knowl. Discov., November, 2024

Robust Statistical Scaling of Outlier Scores: Improving the Quality of Outlier Probabilities for Outliers (Extended Version).

Philipp Röchner, Henrique O. Marques, Ricardo J. G. B. Campello, Arthur Zimek, Franz Rothlauf

CoRR, 2024

Dimensionality-Aware Outlier Detection: Theoretical and Experimental Analysis.

Alastair Anderberg, James Bailey, Ricardo J. G. B. Campello, Michael E. Houle, Henrique O. Marques, Milos Radovanovic, Arthur Zimek

CoRR, 2024

Robust Statistical Scaling of Outlier Scores: Improving the Quality of Outlier Probabilities for Outliers.

Philipp Röchner, Henrique O. Marques, Ricardo J. G. B. Campello, Arthur Zimek, Franz Rothlauf

Proceedings of the Similarity Search and Applications - 17th International Conference, 2024

Dimensionality-Aware Outlier Detection.

Alastair Anderberg, James Bailey, Ricardo J. G. B. Campello, Michael E. Houle, Henrique O. Marques, Milos Radovanovic, Arthur Zimek

Proceedings of the 2024 SIAM International Conference on Data Mining, 2024

2023

On the evaluation of outlier detection and one-class classification: a comparative study of algorithms, model selection, and ensembles.

Henrique O. Marques, Lorne Swersky, Jörg Sander, Ricardo J. G. B. Campello, Arthur Zimek

Data Min. Knowl. Discov., 2023

ESIREOS: Efficient, Scalable, Internal, Relative Evaluation of Outliers Solutions.

William A. Alves, Henrique O. Marques, Murilo Coelho Naldi, Jörg Sander

Proceedings of the 29th IEEE International Conference on Parallel and Distributed Systems, 2023

2022

Similarity-Based Unsupervised Evaluation of Outlier Detection.

Henrique O. Marques, Arthur Zimek, Ricardo J. G. B. Campello, Jörg Sander

Proceedings of the Similarity Search and Applications - 15th International Conference, 2022

2016

On the Evaluation of Outlier Detection and One-Class Classification Methods.

Lorne Swersky, Henrique O. Marques, Jörg Sander, Ricardo J. G. B. Campello, Arthur Zimek

Proceedings of the 2016 IEEE International Conference on Data Science and Advanced Analytics, 2016

2015

On the internal evaluation of unsupervised outlier detection.

Henrique O. Marques, Ricardo J. G. B. Campello, Arthur Zimek, Jörg Sander

Proceedings of the 27th International Conference on Scientific and Statistical Database Management, 2015