Euler State Networks: Non-dissipative Reservoir Computing Mar 17, 2022 Memorization Time Series
Code Code Available Deep Attentive Time Warping Sep 13, 2023 Dynamic Time Warping Metric Learning
Code Code Available Enhancing Representation Learning for Periodic Time Series with Floss: A Frequency Domain Regularization Approach Aug 2, 2023 Anomaly Detection Deep Learning
Code Code Available Leveraging Class Hierarchies with Metric-Guided Prototype Learning Jul 6, 2020 General Classification Semantic Segmentation
Code Code Available MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification Mar 7, 2025 Action Recognition EEG
Code Code Available MrSQM: Fast Time Series Classification with Symbolic Representations Sep 2, 2021 Classification feature selection
Code Code Available A Transformer-based Framework for Multivariate Time Series Representation Learning Oct 6, 2020 Computational Efficiency General Classification
Code Code Available Multivariate LSTM-FCNs for Time Series Classification Jan 14, 2018 Action Recognition Activity Recognition
Code Code Available Parallelizing non-linear sequential models over the sequence length Sep 21, 2023 GPU Time Series
Code Code Available LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version Feb 24, 2023 Classification Decision Making
Code Code Available ORACLE: A Real-Time, Hierarchical, Deep-Learning Photometric Classifier for the LSST Jan 2, 2025 Classification Time Series Classification
Code Code Available Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Feb 6, 2023 Activity Recognition Classification
Code Code Available Amercing: An Intuitive, Elegant and Effective Constraint for Dynamic Time Warping Nov 26, 2021 Dynamic Time Warping Time Series
Code Code Available Pixel-wise Agricultural Image Time Series Classification: Comparisons and a Deformable Prototype-based Approach Mar 22, 2023 Earth Observation Segmentation
Code Code Available Attention to Warp: Deep Metric Learning for Multivariate Time Series Mar 28, 2021 Dynamic Time Warping Metric Learning
Code Code Available Deep Semi-Supervised Learning for Time Series Classification Feb 6, 2021 Classification Data Augmentation
Code Code Available Time Series Extrinsic Regression Jun 23, 2020 regression Time Series
Code Code Available Proximity Forest 2.0: A new effective and scalable similarity-based classifier for time series Apr 12, 2023 Dynamic Time Warping Time Series
Code Code Available A Primal-Dual Framework for Transformers and Neural Networks Jun 19, 2024 Time Series Time Series Classification
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— Unverified ChemTime: Rapid and Early Classification for Multivariate Time Series Classification of Chemical Sensors Dec 15, 2023 Benchmarking Classification
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— Unverified Channel masking for multivariate time series shapelets Nov 2, 2017 General Classification Time Series
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— Unverified An Experimental Evaluation of Nearest Neighbour Time Series Classification Jun 18, 2014 Classification Dynamic Time Warping
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— Unverified CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification Mar 8, 2022 Representation Learning Self-Supervised Learning
— Unverified 