SOUND DETECTION (Collaboration Bristol University)
Journal
Z. Mnasri, T. Bouwmans, "A Novel Method for Anomaly Detection using Graph Signal Embedding: Application to Anomalous Sound Detection", Submitted to Expert Systems and Applications, 2025.
Conference
Z. Mnasri, J. Giraldo, T. Bouwmans, “Anomalous Sound Detection for Road Surveillance based on Graph Signal Processing”, European Conference on Signal Processing, EUSIPCO 2024, 2024.
Z. Mnasri, T. Bouwmans, “Anomalous Sound Detection based on Graph Neural Networks for Forest Preservation", UK Workshop on Computational Intelligence, UKCI 2025, 2025.
SOUND LANDSCAPE CLASSIFICATION (Collaboration UdeA)
Journals
N. Rendon, J. Giraldo, T. Bouwmans, S. Rodriguez-Buritica, E. Ramirez, C. Isaza, "Uncertainty Clustering Internal Validity Assessment using Fréchet Distance for Unsupervised Learning", Engineering Applications of Artificial Intelligence, June 2023.
N. Rendon, Maria J. Guerrero, C. Sanchez-Giraldo, V. Martinez, C. Paniagua-Villada, T. Bouwmans, J. Rojas, C. Isaza, "Letting Ecosystems Speak for Themselves: An Unsupervised Methodology for Mapping Landscape Acoustic Heterogeneity", Environmental Modelling and Software, 2025.