Deep learning for time series classification: a review

• The Internet of Production: Accelerating the Optimization of Production Processes via Models-in-the-Middle

  2026 Internet of things book-chapter Engineering Digital Transformation in Industry

  0

  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

  0

  citations
• NiReject: toward automated bad channel detection in functional near-infrared spectroscopy

  2024 Neurophotonics article Medicine Optical Imaging and Spectroscopy Techniques Open access

  4

  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

  6

  citations
• Study on the explainability of deep learning models for time series analysis in sheet metal forming

  2024 Procedia CIRP article Computer Science Explainable Artificial Intelligence (XAI) Open access

  5

  citations
• Feature-Based Analysis of Acoustic Emission Signals for Wear Monitoring in Centerless Through-Feed Grinding

  2023 Lecture notes in production engineering conference-paper Engineering Advanced machining processes and optimization

  0

  citations
• Neural fingerprinting on MEG time series using MiniRocket

  2023 Frontiers in Neuroscience article Neuroscience EEG and Brain-Computer Interfaces Open access

  6

  citations
• System model of neuromorphic sequence learning on a memristive crossbar array

  2023 Neuromorphic Computing and Engineering article Engineering Advanced Memory and Neural Computing Open access

  3

  citations
• LCDB 1.0: An Extensive Learning Curves Database for Classification Tasks

  2023 Lecture notes in computer science conference-paper Computer Science Machine Learning and Data Classification

  10

  citations
• Supervised machine learning aided behavior classification in pigeons

  2022 Behavior Research Methods article Computer Science Human Pose and Action Recognition Open access

  18

  citations
• Comparative study of supervised algorithms for topology detection of sensor networks in building energy systems

  2022 Automation in Construction article Engineering Building Energy and Comfort Optimization Open access

  7

  citations
• Explanations of Performance Differences in Segment Lining for Tunnel Boring Machines

  2022 Lecture notes in computer science conference-paper Computer Science Explainable Artificial Intelligence (XAI)

  2

  citations
• An Efficient Contesting Procedure for AutoML Optimization

  2022 IEEE Access article Computer Science Machine Learning and Data Classification Open access

  11

  citations
• Light-curve fingerprints: an automated approach to the extraction of X-ray variability patterns with feature aggregation – an example application to GRS 1915+105

  2021 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Astrophysical Phenomena and Observations Open access

  10

  citations
• Automated scoring of pre-REM sleep in mice with deep learning

  2021 Scientific Reports article Neuroscience Sleep and Wakefulness Research Open access

  25

  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

  12

  citations
• Wear monitoring in fine blanking processes using feature based analysis of acoustic emission signals

  2021 Procedia CIRP article Engineering Advanced machining processes and optimization Open access

  28

  citations
• Requirements towards optimizing analytics in industrial processes

  2021 Procedia Computer Science conference-paper Engineering Digital Transformation in Industry Open access

  5

  citations
• Classifying evolutionary forces in language change using neural networks

  2020 Evolutionary Human Sciences article Social Sciences Language and cultural evolution Open access

  10

  citations

19 results