Adversarial Attacks on Time Series Feb 27, 2019 Classification Dynamic Time Warping
Code Code Available Feature-Based Time-Series Analysis in R using the theft Package Aug 12, 2022 Data Visualization Time Series
Code Code Available Lightweight Temporal Self-Attention for Classifying Satellite Image Time Series Jul 1, 2020 Earth Observation Time Series
Code Code Available XEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classification May 7, 2020 BIG-bench Machine Learning General Classification
Code Code Available Gated Transformer Networks for Multivariate Time Series Classification Mar 26, 2021 Classification General Classification
Code Code Available Interpretable Time Series Classification using Linear Models and Multi-resolution Multi-domain Symbolic Representations May 31, 2020 Classification General Classification
Code Code Available Effectively Modeling Time Series with Simple Discrete State Spaces Mar 16, 2023 State Space Models Time Series
Code Code Available Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG Classification Dec 9, 2020 Anomaly Detection Atrial Fibrillation Detection
Code Code Available Leveraging Class Hierarchies with Metric-Guided Prototype Learning Jul 6, 2020 General Classification Semantic Segmentation
Code Code Available Appliance Detection Using Very Low-Frequency Smart Meter Time Series May 10, 2023 Meter Reading Time Series
Code Code Available Monash University, UEA, UCR Time Series Extrinsic Regression Archive Jun 19, 2020 Benchmarking Missing Values
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 Early Abandoning and Pruning for Elastic Distances including Dynamic Time Warping Feb 10, 2021 Clustering Dynamic Time Warping
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 Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Apr 7, 2022 Domain Adaptation Time Series
Code Code Available Differentiable Divergences Between Time Series Oct 16, 2020 Dynamic Time Warping Time Series
Code Code Available InceptionTime: Finding AlexNet for Time Series Classification Sep 11, 2019 Deep Learning General Classification
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 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 A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware Jul 8, 2021 Question Answering Time Series
Code Code Available An Empirical Study of Graph-Based Approaches for Semi-Supervised Time Series Classification Apr 16, 2021 Binary Classification General Classification
Code Code Available Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification Nov 1, 2024 Quantization Representation Learning
Code Code Available Disjoint-CNN for Multivariate Time Series Classification Jan 20, 2022 Classification Deep Learning
Code Code Available Deep Semi-Supervised Learning for Time Series Classification Feb 6, 2021 Classification Data Augmentation
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 EEG-Inception: An Accurate and Robust End-to-End Neural Network for EEG-based Motor Imagery Classification Jan 24, 2021 Brain Computer Interface Classification
Code Code Available A Transformer-based Framework for Multivariate Time Series Representation Learning Oct 6, 2020 Computational Efficiency General Classification
Code Code Available catch22: CAnonical Time-series CHaracteristics Jan 29, 2019 Classification Clustering
Code Code Available Attention as an RNN May 22, 2024 GPU Time Series
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 Attention to Warp: Deep Metric Learning for Multivariate Time Series Mar 28, 2021 Dynamic Time Warping Metric Learning
Code Code Available Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting Sep 4, 2021 Irregular Time Series Representation Learning
Code Code Available ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series Dec 17, 2023 Time Series Time Series Classification
Code Code Available Forecasting with sktime: Designing sktime's New Forecasting API and Applying It to Replicate and Extend the M4 Study May 16, 2020 BIG-bench Machine Learning Time Series
Code Code Available FrAug: Frequency Domain Augmentation for Time Series Forecasting Feb 18, 2023 Anomaly Detection Data Augmentation
Code Code Available CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models May 24, 2024 counterfactual Time Series
Code Code Available Graph-Aware Contrasting for Multivariate Time-Series Classification Sep 11, 2023 Classification Contrastive Learning
Code Code Available HIVE-COTE 2.0: a new meta ensemble for time series classification Apr 15, 2021 General Classification 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 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 Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark Dec 15, 2023 Activity Recognition Domain Adaptation
Code Code Available Causal and Local Correlations Based Network for Multivariate Time Series Classification Nov 27, 2024 Graph Neural Network 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 Classification of Raw MEG/EEG Data with Detach-Rocket Ensemble: An Improved ROCKET Algorithm for Multivariate Time Series Analysis Aug 5, 2024 Classification EEG
Code Code Available Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress Sep 29, 2020 Anomaly Detection Time Series
Code Code Available An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Jul 31, 2020 Data Augmentation General Classification
Code Code Available Benchmark time series data sets for PyTorch -- the torchtime package Jul 25, 2022 Time Series Time Series Analysis
Code Code Available Latent ODEs for Irregularly-Sampled Time Series Jul 8, 2019 Multivariate Time Series Forecasting Multivariate Time Series Imputation
Code Code Available Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Sep 28, 2021 Classification Time Series
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