1 citations · 2 across the 6 of their papers we have counts for
Showing 2026Show all
2 papers · 1 filter
stat.ML2026
An Interpretable Generative Framework for Anomaly Detection in High-Dimensional Financial Time Series
Waldyn G Martinez
Detecting structural instability and anomalies in high-dimensional financial time series is challenging due to complex temporal dependence and evolving cross-sectional structure. W…
stat.ML2026
VSCOUT: A Hybrid Variational Autoencoder Approach to Outlier Detection in High-Dimensional Retrospective Monitoring
Waldyn G. Martinez
Modern industrial and service processes generate high-dimensional, non-Gaussian, and contamination-prone data that challenge the foundational assumptions of classical Statistical P…