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Papers matching “time series processing” 405

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The covariance perceptron: A new paradigm for classification and processing of time series in recurrent neuronal networks
2020 PLoS Computational Biology article Computer Science Neural Networks and Applications Open access

Matthieu Gilson, David Dahmen, Rubén Moreno‐Bote, Andrea Insabato, Moritz Helias

11

citations
Retrospective Classification of ARDS in ICU Time-series data using Random Forest with a focus on Data Pre-processing
2024 IFAC-PapersOnLine article Computer Science Machine Learning in Healthcare Open access

Simon Fonck, Sebastian Johannes Fritsch, Alexander Baron, Stefan Kowalewski, André Stollenwerk

1

citations
Data-based residence time estimation for continuous process data series based on the example of a sinter plant for the prediction of return fines
2026 RWTH Publications (RWTH Aachen) dissertation Engineering Iron and Steelmaking Processes Open access

Emanuel Kashi Thienpont

0

citations
forceplate: An R package for processing raw force-plate time-series data
2025 Behavior Research Methods article Health Professions Balance, Gait, and Falls Prevention Open access

Raphael Hartmann, Anton Koger, Elisa Straub, Leif Johannsen, Iring Koch, Denise N. Stephan, +2 more

3

citations
Time series representations classroom (TSRC): a teacher-student-based framework for interpretability-enhanced unsupervised time series representation learning
2025 Machine Learning article Computer Science Time Series Analysis and Forecasting Open access

Wadie Skaf, Mitra Baratchi, Holger H. Hoos

0

citations
KernelMatmul: Scaling Gaussian Processes to Large Time Series
2025 Proceedings of the AAAI Conference on Artificial Intelligence conference-paper Computer Science Gaussian Processes and Bayesian Inference Open access

Tilman Hoffbauer, Holger H. Hoos, Jakob Bossek

0

citations
Online model-based anomaly detection in multivariate time series: Taxonomy, survey, research challenges and future directions
2024 Engineering Applications of Artificial Intelligence article Computer Science Anomaly Detection Techniques and Applications Open access

Lucas Correia, Jan-Christoph Goos, Philipp Klein, Thomas Bäck, Anna V. Kononova

41

citations
Embedded Devices for Neuromorphic Time-Series Assessment
2022 Research Explorer (The University of Manchester) review Engineering Advanced Memory and Neural Computing Open access

Arnab Neelim Mazumder, Morteza Hosseini, Tinoosh Mohsenin

667

citations
Functional Estimation and Change Detection for Nonstationary Time Series
2021 Journal of the American Statistical Association article Decision Sciences Advanced Statistical Process Monitoring Open access

Fabian Mies

5

citations
Self-Normalization for CUSUM-based Change Detection in Locally Stationary Time Series
2025 arXiv (Cornell University) preprint Decision Sciences Advanced Statistical Process Monitoring Open access

Florian Heinrichs

0

citations
How does downsampling affect needle electromyography signals? A generalisable workflow for understanding downsampling effects on high-frequency time series
2026 Biomedical Signal Processing and Control article Engineering Muscle activation and electromyography studies Open access

Mathieu J.L. Cherpitel, Janne A.M. Luijten, Thomas Bäck, Camiel Verhamme, Martijn Rudolf Tannemaat, Anna V. Kononova

0

citations
Modelling variability power spectra of active galaxies from irregular time series
2025 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Astrophysical Phenomena and Observations Open access

Mehdy Lefkir, S. Vaughan, Daniela Huppenkothen, Phil Uttley, Vysakh Anilkumar

8

citations
OML-AD: Online Machine Learning for Anomaly Detection in Time Series Data
2024 arXiv (Cornell University) preprint Computer Science Anomaly Detection Techniques and Applications Open access

Sebastian Wette, Florian Heinrichs

2

citations
Enhanced automatic feature extraction in heterogeneous biomedical time series for optimization of clinical monitoring and diagnosis
2025 RWTH Publications (RWTH Aachen) dissertation Computer Science Time Series Analysis and Forecasting Open access

Pejman Farhadi Ghalati

0

citations
Study on learning efficient stroke representations in clocked sheet metal processing: theoretical and practical evaluation
2023 Production Engineering article Computer Science Time Series Analysis and Forecasting Open access

Philipp Niemietz, Thomas Bergs

6

citations
Concept Extraction for Time Series with ECLAD-ts
2025 Communications in computer and information science conference-paper Computer Science Explainable Artificial Intelligence (XAI) Open access

Antonia Holzapfel, Sebastian Trimpe

1

citations
Concept Extraction for Time Series with ECLAD-ts
2025 RWTH Publications (RWTH Aachen) conference-paper Computer Science Explainable Artificial Intelligence (XAI) Open access

Antonia Holzapfel, Andrés Felipe Posada-Moreno, Sebastian Trimpe

0

citations
Towards robust life cycle assessments: Adapting the Pedigree Matrix for Time Series Data
2026 Procedia CIRP article Environmental Science Environmental Impact and Sustainability Open access

Johannes Mayer, Gonsalves Grünert, Alexander Frigge, Philipp Niemietz, Thomas Bergs

0

citations
Towards an Ontology for Representing Time Series Knowledge: Motivation, Requirements and Concept
2025 Lecture notes in business information processing conference-paper Computer Science Semantic Web and Ontologies

Alexander Graß, Rohit A. Deshmukh, Christian Beecks, Stefan Decker

3

citations
Quantum generative modeling for financial time series with temporal correlations
2026 Machine Learning Science and Technology article Computer Science Quantum Computing Algorithms and Architecture Open access

David Dechant, Eliot Jan Etienne Schwander, Lucas Van Drooge, Charles Moussa, Diego Garlaschelli, Vedran Dunjko, +1 more

3

citations
BioSync: Offline-Synchronization of time-series data using bio-inspired semantic synchronization strategies
2023 Procedia CIRP article Computer Science Network Time Synchronization Technologies Open access

Arno Schmetz, Antje Fitzner, Vera Steinhoff, Achim Kampker

1

citations
A time series classification approach to non-destructive hardness testing using magnetic Barkhausen noise emission
2021 Production Engineering article Engineering Non-Destructive Testing Techniques Open access

Martin Unterberg, Joachim Stanke, Daniel Trauth, Thomas Bergs

12

citations
A Functional Central Limit Theorem for Localized Partial Sums of Non-Stationary Time Series
2026 arXiv (Cornell University) preprint Mathematics Statistical Methods and Inference Open access

Florian Heinrichs

0

citations
Hybrid Data Pipeline Architecture for Non-Destructive Quality Prediction in Laser Brazing Using Image and Time Series Data
2025 conference-paper Engineering Industrial Vision Systems and Defect Detection

G. Schuh, Alexander Keuper, Friedhelm Stein

0

citations
Evaluating the Explainable AI Method Grad-CAM for Breath Classification on Newborn Time Series Data
2024 IFAC-PapersOnLine article Computer Science Explainable Artificial Intelligence (XAI) Open access

Camelia Oprea, Mike Grüne, Mateusz Buglowski, Lena Olivier, Thorsten W Orlikowsky, Stefan Kowalewski, +2 more

6

citations