Anomaly detection on wind turbines. - Onur Poyraz; M. Burak Kurutmaz; A. Taylan Cemgil; Sinan Selamoglu (SIU, 2018)

Mixture of Coupled HMMs for Robust Modeling of Multivariate Healthcare Time Series. - Onur Poyraz; Pekka Marttinen (ML4H@NeurIPS, 2023)

Diffusion Models as Probabilistic Neural Operators for Recovering Unobserved States of Dynamical Systems. - Katsiaryna Haitsiukevich; Onur Poyraz; Pekka Marttinen; Alexander Ilin (MLSP, 2024)