Investigating thresholding techniques in a real predictive maintenance scenario. - Apostolos Giannoulidis; Anastasios Gounaris; Nikodimos Nikolaidis; Athanasios Naskos; Daniel Caljouw (SIGKDD Explor., 2022)

Enhanced Edge Prediction, a case study: predicting links in Wikipedia sites. - Apostolos Giannoulidis; Ioannis Mavroudopoulos (DSAA, 2023)

A context-aware unsupervised predictive maintenance solution for fleet management. - Apostolos Giannoulidis; Anastasios Gounaris (J. Intell. Inf. Syst., 2023)

Predictive Maintenance in a Fleet Management System: The Navarchos Case. - Apostolos Giannoulidis; Anna-Valentini Michailidou; Theodoros Toliopoulos; Ioannis Constantinou; Anastasios Gounaris (CAiSE Forum, 2024)

Exploring unsupervised anomaly detection for vehicle predictive maintenance with partial information. - Apostolos Giannoulidis; Anastasios Gounaris; Ioannis Constantinou (EDBT, 2024)

Parameter-free Streaming Distance-based Outlier Detection. - Apostolos Giannoulidis; Nikodimos Nikolaidis; Anastasios Gounaris (ICDEW, 2024)

Leveraging Feedback and Causality-Enriched Multimodal Context for Predictive Maintenance. - Apostolos Giannoulidis; Anastasios Gounaris; Athanasios Naskos; Nikodimos Nikolaidis; Daniel Caljouw (IEEE Access, 2025)

Engineering and evaluating an unsupervised predictive maintenance solution: a cold-forming press case-study. - Apostolos Giannoulidis; Anastasios Gounaris; Athanasios Naskos; Nikodimos Nikolaidis; Daniel Caljouw (J. Intell. Manuf., 2025)