On the Evaluation of Outlier Detection and One-Class Classification Methods. - Lorne Swersky; Henrique O. Marques; Jörg Sander 001; Ricardo J. G. B. Campello; Arthur Zimek (DSAA, 2016)

Internal Evaluation of Unsupervised Outlier Detection. - Henrique O. Marques; Ricardo J. G. B. Campello; Jörg Sander 001; Arthur Zimek (ACM Trans. Knowl. Discov. Data, 2020)

Similarity-Based Unsupervised Evaluation of Outlier Detection. - Henrique O. Marques; Arthur Zimek; Ricardo J. G. B. Campello; Jörg Sander 001 (SISAP, 2022)

ESIREOS: Efficient, Scalable, Internal, Relative Evaluation of Outliers Solutions. - William A. Alves; Henrique O. Marques; Murilo Coelho Naldi; Jörg Sander 001 (ICPADS, 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 001; Ricardo J. G. B. Campello; Arthur Zimek (Data Min. Knowl. Discov., 2023)

Dimensionality-Aware Outlier Detection. - Alastair Anderberg; James Bailey 001; Ricardo J. G. B. Campello; Michael E. Houle; Henrique O. Marques; Milos Radovanovic 001; Arthur Zimek (SDM, 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 (SISAP, 2024)

Dimensionality-Aware Outlier Detection: Theoretical and Experimental Analysis. - Alastair Anderberg; James Bailey 001; Ricardo J. G. B. Campello; Michael E. Houle; Henrique O. Marques; Milos Radovanovic 001; Arthur Zimek (CoRR, 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)

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., 2024)

What do anomaly scores actually mean? Dynamic characteristics beyond accuracy. - Félix Iglesias Vázquez; Henrique O. Marques; Arthur Zimek; Tanja Zseby (Data Min. Knowl. Discov., 2025)