Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark Dec 15, 2023 Activity Recognition Domain Adaptation
Code Code Available Series2Vec: Similarity-based Self-supervised Representation Learning for Time Series Classification Dec 7, 2023 Data Augmentation Representation Learning
Code Code Available TimeDRL: Disentangled Representation Learning for Multivariate Time-Series Dec 7, 2023 Inductive Bias Representation Learning
Code Code Available FRUITS: Feature Extraction Using Iterated Sums for Time Series Classification Nov 24, 2023 Time Series Time Series Classification
Code Code Available Large Pre-trained time series models for cross-domain Time series analysis tasks Nov 19, 2023 Self-Supervised Learning Time Series
Code Code Available Inherently Interpretable Time Series Classification via Multiple Instance Learning Nov 16, 2023 Decision Making Multiple Instance Learning
Code Code Available Temporal Convolutional Explorer Helps Understand 1D-CNN's Learning Behavior in Time Series Classification from Frequency Domain Oct 9, 2023 Time Series Time Series Classification
Code Code Available Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels Sep 25, 2023 Anomaly Detection Computational Efficiency
Code Code Available Parallelizing non-linear sequential models over the sequence length Sep 21, 2023 GPU Time Series
Code Code Available Deep Attentive Time Warping Sep 13, 2023 Dynamic Time Warping Metric Learning
Code Code Available Graph-Aware Contrasting for Multivariate Time-Series Classification Sep 11, 2023 Classification Contrastive Learning
Code Code Available QUANT: A Minimalist Interval Method for Time Series Classification Aug 2, 2023 Classification CPU
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 Primal-Attention: Self-attention through Asymmetric Kernel SVD in Primal Representation May 31, 2023 D4RL Language Modelling
Code Code Available Improving Position Encoding of Transformers for Multivariate Time Series Classification May 26, 2023 Anomaly Detection Position
Code Code Available Appliance Detection Using Very Low-Frequency Smart Meter Time Series May 10, 2023 Meter Reading 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 TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification Apr 11, 2023 Classification Deep Learning
Code Code Available Simple Contrastive Representation Learning for Time Series Forecasting Mar 31, 2023 Contrastive Learning Representation Learning
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 Effectively Modeling Time Series with Simple Discrete State Spaces Mar 16, 2023 State Space Models Time Series
Code Code Available TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders Mar 1, 2023 Time Series Time Series Analysis
Code Code Available Time Series as Images: Vision Transformer for Irregularly Sampled Time Series Mar 1, 2023 image-classification Image Classification
Code Code Available LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version Feb 24, 2023 Classification Decision Making
Code Code Available FrAug: Frequency Domain Augmentation for Time Series Forecasting Feb 18, 2023 Anomaly Detection Data Augmentation
Code Code Available Enhancing Multivariate Time Series Classifiers through Self-Attention and Relative Positioning Infusion Feb 13, 2023 Time Series Time Series Analysis
Code Code Available ASTRIDE: Adaptive Symbolization for Time Series Databases Feb 8, 2023 Change Point Detection Quantization
Code Code Available Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Feb 6, 2023 Activity Recognition Classification
Code Code Available WEASEL 2.0 -- A Random Dilated Dictionary Transform for Fast, Accurate and Memory Constrained Time Series Classification Jan 24, 2023 Time Series Time Series Analysis
Code Code Available Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Dec 19, 2022 Time Series Time Series Analysis
Code Code Available Phase2vec: Dynamical systems embedding with a physics-informed convolutional network Dec 7, 2022 Time Series Time Series Analysis
Code Code Available Finding active galactic nuclei through Fink Nov 20, 2022 Active Learning Binary Classification
Code Code Available TSFool: Crafting Highly-Imperceptible Adversarial Time Series through Multi-Objective Attack Sep 14, 2022 Adversarial Attack global-optimization
Code Code Available Feature-Based Time-Series Analysis in R using the theft Package Aug 12, 2022 Data Visualization Time Series
Code Code Available TSInterpret: A unified framework for time series interpretability Aug 10, 2022 Interpretable Machine Learning Time Series
Code Code Available Benchmark time series data sets for PyTorch -- the torchtime package Jul 25, 2022 Time Series Time Series Analysis
Code Code Available Transfer learning for time series classification using synthetic data generation Jul 16, 2022 Classification regression
Code Code Available A semi-supervised methodology for fishing activity detection using the geometry behind the trajectory of multiple vessels Jul 12, 2022 Action Detection Activity Detection
Code Code Available Smart Data Collection System for Brownfield CNC Milling Machines: A New Benchmark Dataset for Data-Driven Machine Monitoring Jun 29, 2022 BIG-bench Machine Learning Philosophy
Code Code Available Scalable Classifier-Agnostic Channel Selection for Multivariate Time Series Classification Jun 18, 2022 channel selection Time Series
Code Code Available Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules Jun 3, 2022 Time Series Time Series Analysis
Code Code Available Open challenges for Machine Learning based Early Decision-Making research Apr 27, 2022 BIG-bench Machine Learning Decision Making
Code Code Available Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Apr 7, 2022 Domain Adaptation Time Series
Code Code Available HYDRA: Competing convolutional kernels for fast and accurate time series classification Mar 25, 2022 Time Series Time Series Analysis
Code Code Available Euler State Networks: Non-dissipative Reservoir Computing Mar 17, 2022 Memorization Time Series
Code Code Available S-Rocket: Selective Random Convolution Kernels for Time Series Classification Mar 7, 2022 Combinatorial Optimization regression
Code Code Available Evaluation of post-hoc interpretability methods in time-series classification Feb 11, 2022 Classification Time Series
Code Code Available Similarity Learning based Few Shot Learning for ECG Time Series Classification Jan 31, 2022 Dynamic Time Warping Few-Shot Learning
Code Code Available Disjoint-CNN for Multivariate Time Series Classification Jan 20, 2022 Classification Deep Learning
Code Code Available Time Series Generation with Masked Autoencoder Jan 14, 2022 Data Augmentation Decoder
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