Adaptive Law-Based Transformation (ALT): A Lightweight Feature Representation for Time Series Classification Jan 16, 2025 Time Series Time Series Classification
Code Code Available A Deep Convolutional Neural Network for Time Series Classification with Intermediate Targets Oct 28, 2023 Time Series Time Series Classification
Code Code Available Multi-task Meta Label Correction for Time Series Prediction Mar 9, 2023 Contrastive Learning Data Visualization
Code Code Available ENCASE: An ENsemble ClASsifiEr for ECG classification using expert features and deep neural networks Sep 24, 2017 Arrhythmia Detection Classification
Code Code Available Semi-unsupervised Learning for Time Series Classification Jul 7, 2022 Classification Time Series
Code Code Available Low Dimensional Convolutional Neural Network For Solar Flares GOES Time Series Classification Jan 29, 2021 General Classification Time Series
Code Code Available MIA-Prognosis: A Deep Learning Framework to Predict Therapy Response Oct 8, 2020 Deep Learning Prognosis
Code Code Available Empirical Study of Mix-based Data Augmentation Methods in Physiological Time Series Data Sep 18, 2023 Data Augmentation Time Series
Code Code Available Elastic Similarity and Distance Measures for Multivariate Time Series Feb 20, 2021 Classification Dynamic Time Warping
Code Code Available Set Functions for Time Series Sep 26, 2019 Time Series Time Series Analysis
Code Code Available Shallow RNN: Accurate Time-series Classification on Resource Constrained Devices Dec 1, 2019 Classification General Classification
Code Code Available Lightweight Defense Against Adversarial Attacks in Time Series Classification May 4, 2025 Adversarial Defense Data Augmentation
Code Code Available Model Selection with a Shapelet-based Distance Measure for Multi-source Transfer Learning in Time Series Classification Sep 30, 2024 Model Selection Time Series
Code Code Available Learning filter widths of spectral decompositions with wavelets Dec 1, 2018 Time Series Time Series Analysis
Code Code Available ShapeFormer: Shapelet Transformer for Multivariate Time Series Classification May 23, 2024 Classification Time Series
Code Code Available Class-Specific Explainability for Deep Time Series Classifiers Oct 11, 2022 Time Series Time Series Analysis
Code Code Available Learnable Path in Neural Controlled Differential Equations Jan 11, 2023 Decoder Irregular Time Series
Code Code Available Learnable Dynamic Temporal Pooling for Time Series Classification Apr 2, 2021 Classification Dynamic Time Warping
Code Code Available XTSC-Bench: Quantitative Benchmarking for Explainers on Time Series Classification Oct 23, 2023 Benchmarking Time Series
Code Code Available TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification Jun 25, 2019 Attribute CPU
Code Code Available Elastic bands across the path: A new framework and methods to lower bound DTW Aug 29, 2018 Clustering Dynamic Time Warping
Code Code Available Efficient Hierarchical Contrastive Self-supervising Learning for Time Series Classification via Importance-aware Resolution Selection Feb 14, 2025 Contrastive Learning Self-Supervised Learning
Code Code Available Multilevel Wavelet Decomposition Network for Interpretable Time Series Analysis Jun 23, 2018 Deep Learning General Classification
Code Code Available A scalable end-to-end Gaussian process adapter for irregularly sampled time series classification Jun 14, 2016 Classification General Classification
Code Code Available DTW-Merge: A Novel Data Augmentation Technique for Time Series Classification Mar 1, 2021 Data Augmentation Dynamic Time Warping
Code Code Available TSEM: Temporally Weighted Spatiotemporal Explainable Neural Network for Multivariate Time Series May 25, 2022 Classification Explainable artificial intelligence
Code Code Available Don't Get Me Wrong: How to Apply Deep Visual Interpretations to Time Series Mar 14, 2022 Time Series Time Series Analysis
Code Code Available LAMPER: LanguAge Model and Prompt EngineeRing for zero-shot time series classification Mar 23, 2024 Language Modeling Language Modelling
Code Code Available Multi-Scale Convolutional Neural Networks for Time Series Classification Mar 22, 2016 Classification Dynamic Time Warping
Code Code Available Multiscale Dubuc: A New Similarity Measure for Time Series Nov 15, 2024 Dynamic Time Warping Object Recognition
Code Code Available Sinkhorn Divergence of Topological Signature Estimates for Time Series Classification Feb 14, 2019 Classification Fault Detection
Code Code Available Multi-SpaCE: Multi-Objective Subsequence-based Sparse Counterfactual Explanations for Multivariate Time Series Classification Dec 14, 2024 counterfactual Counterfactual Explanation
Code Code Available An Empirical Evaluation of Multivariate Time Series Classification with Input Transformation across Different Dimensions Oct 14, 2022 Data Augmentation Time Series
Code Code Available Distributed and parallel time series feature extraction for industrial big data applications Oct 25, 2016 Binary Classification Classification
Code Code Available Robust Explainer Recommendation for Time Series Classification Jun 8, 2023 Activity Recognition Classification
Code Code Available Multivariate Functional Linear Discriminant Analysis for the Classification of Short Time Series with Missing Data Feb 20, 2024 Dimensionality Reduction Missing Values
Code Code Available Kolmogorov-Arnold Networks (KAN) for Time Series Classification and Robust Analysis Aug 14, 2024 Adversarial Robustness Kolmogorov-Arnold Networks
Code Code Available A Joint-Entropy Approach To Time-series Classification Mar 11, 2022 Classification Time Series
Code Code Available Adversarial Attacks on Deep Neural Networks for Time Series Classification Mar 17, 2019 Activity Recognition Adversarial Attack
Code Code Available Multivariate Time Series Classification using Dilated Convolutional Neural Network May 5, 2019 Activity Recognition Classification
Code Code Available Time-Series Event Prediction with Evolutionary State Graph May 10, 2019 Graph Neural Network Prediction
Code Code Available Multivariate Time Series Classification with WEASEL+MUSE Nov 30, 2017 Classification feature selection
Code Code Available Classification of Time-Series Images Using Deep Convolutional Neural Networks Oct 2, 2017 Classification General Classification
Code Code Available XceptionTime: A Novel Deep Architecture based on Depthwise Separable Convolutions for Hand Gesture Classification Nov 9, 2019 Data Augmentation General Classification
Code Code Available Utilizing Data Fingerprints for Privacy-Preserving Algorithm Selection in Time Series Classification: Performance and Uncertainty Estimation on Unseen Datasets Sep 13, 2024 Multi-target regression Neural Architecture Search
Code Code Available Spikebench: An open benchmark for spike train time-series classification Oct 9, 2018 Feature Engineering Time Series
Code Code Available Introducing the Attribution Stability Indicator: a Measure for Time Series XAI Attributions Oct 6, 2023 Time Series Time Series Classification
Code Code Available Interpolation-Prediction Networks for Irregularly Sampled Time Series Sep 13, 2019 Deep Learning Length-of-Stay prediction
Code Code Available Neural Network Entropy (NNetEn): Entropy-Based EEG Signal and Chaotic Time Series Classification, Python Package for NNetEn Calculation Mar 31, 2023 Classification EEG
Code Code Available Classification of multivariate weakly-labelled time-series with attention Feb 16, 2021 Classification EEG
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