Education
Education Courses 2024/2025 Tensor networks for green AI and signal processing | EE4750 Filtering & Identification | SC42025 Applied Convex Optimization | EE4530 Systeem- en Regeltechniek | WB3240 2023/2024 Tensor networks for green AI and signal processing | EE4750 Filtering & Identification | SC42025 Signal Processing | EE2S31 Applied Convex Optimization | EE4530 Systeem- en Regeltechniek | WB3240 2022/2023 Tensor networks for green AI and signal processing | EE4750 Filtering & Identification | SC42025 Signal Processing | EE2S31 Applied Convex Optimization | EE4530 Systeem- en Regeltechniek | WB3240 2021/2022 Filtering & Identification | SC42025 Signal Processing | EE2S31 Applied Convex Optimization | EE4530 Systeem- en Regeltechniek | WB3240 2020/2021 Filtering & Identification | SC42025 Signal Processing | EE2S31 Applied Convex Optimization | EE4530 Systeem- en Regeltechniek | WB3240 2019/2020 Filtering & Identification | SC42025 Signal Processing | EE2S31 Applied Convex Optimization | EE4530 Systeem- en Regeltechniek | WB3240 Master projects Openings Master thesis project openings related to tensor-based biomedical signal processing will be posted at the website of B. Hunyadi at the Circuits and Systems group. Ongoing EEG signal processing for Biomarkers From Auditory Event-Related Potentials, B. Hunyadi, Joos Vrijdag (2023/2024) Automated sleep staging using a smartwatch, B. Hunyadi, Lieke Roelofs (2023/2024) Energy-efficient seizure detection for wearable EEG, B. Hunyadi, Beatriz Lafuente Alcazar (2023/2024) compressed sensing of multi-dimensional data with tensors, K. Batselier, Aron Bevelander (2023/2024) Online learning of tensor-based kernel machines, K. Batselier, Daniel Salgado Varela (2023/2024) tensor-based Green AI for Robotics, K. Batselier, Demi Breen (2023/2024) tensor compressed models for efficient vision in robotics tasks, K. Batselier, Christian Vorage (2023/2024) Tensor based kernel machines for EEG classification, K. Batselier, Mees van Dijk (2023/2024) Contactless Vital Parameter Estimation, B. Hunyadi, Cheremy Pongajow (2022/2023) Finished Uncertainty quantification for tensor network constrained kernel machines , K. Batselier, Rutger Smeenk (2023/2024) Nonnegative Robust PCA for Background and Foreground Image Decomposition , K. Batselier, Chenyang Ling (2019/2020) Recursive Tensor Network Bayesian Learning of Large-Scale LS-SVMs , K. Batselier, Maximilian Lucassen (2019/2020) Tensor Network B-splines for high-dimensional function approximation , K. Batselier, Ridvan Karagoz (2019/2020) Investigating brain function and anatomy through ICA-based functional ultrasound imaging , B. Hunyadi, Mado Ntekouli (2019/2020) Batch Bayesian Learning of Large-Scale LS-SVMs Based on Low-rank Tensor Networks , K. Batselier, Chenxu Wang (2020/2021) Non-Linear Bayesian System Identification of Cortical Responses Using Volterra Series , K. Batselier, Mike de Pont (2020/2021) Tensor-Networked Square-Root Kalman Filter for Online Video Completion , K. Batselier, Pieter van Klaveren (2020/2021) Decomposition , K. Batselier, Bram van Koppen (2021/2022) Symmetric Canonical Polyadic Decomposition And Gauss-Newton Optimizer For Nonlinear Volterra System Identification , K. Batselier, Zhehan Li (2021/2022) Analyzing Functional Ultrasound Images of the Brain Using Tensor Decompositions , B. Hunyadi, Arda Kaygan (2021/2022) Investigation of focal epilepsy using grapgh signal processing , B. Hunyadi, Gaia Zin (2021/2022) Differentiating Task-Based Functional Ultrasound Signals via Data-Driven Decompositions , B. Hunyadi, Maarten Enthoven (2021/2022) Graph Regularized Tensor Decomposition for Recommender Systems , K. Batselier, Rohan Chandrashekar (2022/2023) Compression of the embedding layer in an LSTM model using tensor train decomposition for NLP , K. Batselier, Aravind Jonnalagadda (2022/2023) All-at-once optimization for kernel machines with canonical polyadic decompositions , K. Batselier, Ewoud van Mourik (2022/2023) Tensor-based independent component analysis , K. Batselier, Pierre Antoine Denarie (2022/2023) Analyzing dynamic functional connectivity using state-space models on mice fUS data , B. Hunyadi, Ruben Wijnands (2022/2023) Frequency-domain estimation of the fUS hemodynamic response , B. Hunyadi, Yitong Tao (2022/2023) IMU-based adaptive filtering for movement artifact removal from ecg recorded with a single lead wearable device , B. Hunyadi, Cesar Cornejo Ramirez (2022/2023) Energy-efficient seizure detection for wearable EEG , B. Hunyadi, Xiaoning Shi (2022/2023) Machine Learning of Ultrasound Data: Cardiovascular Parameters Detection Using Carotid Artery Measurements , B. Hunyadi, Zhuangzhuang Yu (2022/2023) Comparative analysis of clutter filtering techniques on freehand micro-Doppler ultrasound imaging , B. Hunyadi, Xuan Gao (2022/2023) Using Tensor Decompositions To Obtain Biomarkers From Auditory Event-Related Potentials , B. Hunyadi, Kenneth Stunnenberg (2022/2023)