A hybrid feature learning approach based on convolutional kernels for ATM fault prediction using event-log data May 17, 2023 Scheduling Time Series Classification
Code Code Available POCKET: Pruning Random Convolution Kernels for Time Series Classification from a Feature Selection Perspective Sep 15, 2023 Evolutionary Algorithms feature selection
Code Code Available GENDIS: GENetic DIscovery of Shapelets Sep 13, 2019 Outlier Detection Time Series
Code Code Available Fully Convolutional Network Bootstrapped by Word Encoding and Embedding for Activity Recognition in Smart Homes Dec 1, 2020 Activity Recognition General Classification
Code Code Available Finding Foundation Models for Time Series Classification with a PreText Task Nov 24, 2023 Time Series Time Series Classification
Code Code Available Fast classification of small X-ray diffraction datasets using data augmentation and deep neural networks May 17, 2019 BIG-bench Machine Learning Data Augmentation
Code Code Available Fast and Accurate Time Series Classification with WEASEL Jan 26, 2017 Classification General Classification
Code Code Available Extracting Relationships by Multi-Domain Matching Dec 1, 2018 Domain Adaptation Time Series
Code Code Available Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings Mar 14, 2024 Multiple-choice Time Series
Code Code Available A Framework to Evaluate Early Time-Series Classification Algorithms Mar 25, 2024 Classification Time Series
Code Code Available Exploring Kolmogorov-Arnold Networks for Interpretable Time Series Classification Nov 22, 2024 Classification Computational Efficiency
Code Code Available Theory and Algorithms for Shapelet-based Multiple-Instance Learning May 31, 2020 Multiple Instance Learning Time Series Analysis
Code Code Available Random Convolution Kernels with Multi-Scale Decomposition for Preterm EEG Inter-burst Detection Aug 4, 2021 EEG Electroencephalogram (EEG)
Code Code Available Back to Basics: A Sanity Check on Modern Time Series Classification Algorithms Aug 15, 2023 Time Series Time Series Classification
Code Code Available The UEA multivariate time series classification archive, 2018 Oct 31, 2018 Classification General Classification
Code Code Available The Wasserstein-Fourier Distance for Stationary Time Series Dec 11, 2019 Data Augmentation Dimensionality Reduction
Code Code Available Timage -- A Robust Time Series Classification Pipeline Sep 19, 2019 Benchmarking Classification
Code Code Available Explainable time series tweaking via irreversible and reversible temporal transformations Sep 13, 2018 General Classification Time Series
Code Code Available RED CoMETS: An ensemble classifier for symbolically represented multivariate time series Jul 25, 2023 Time Series Time Series Classification
Code Code Available A 1d convolutional network for leaf and time series classification Jun 28, 2019 General Classification Time Series
Code Code Available Representation Learning with Deconvolution for Multivariate Time Series Classification and Visualization Oct 24, 2016 Dimensionality Reduction General Classification
Code Code Available DCSF: Deep Convolutional Set Functions for Classification of Asynchronous Time Series Aug 24, 2022 Astronomy Classification
Code Code Available [Re] Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention Dec 6, 2020 General Classification Time Series
Code Code Available Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification Nov 29, 2021 BIG-bench Machine Learning Privacy Preserving
Code Code Available Trading via Image Classification Jul 23, 2019 Classification General Classification
Code Code Available Training Robust Deep Models for Time-Series Domain: Novel Algorithms and Theoretical Analysis Jul 9, 2022 Data Augmentation Dynamic Time Warping
Code Code Available Revisit Time Series Classification Benchmark: The Impact of Temporal Information for Classification Mar 26, 2025 Classification Time Series
Code Code Available Right on Time: Revising Time Series Models by Constraining their Explanations Feb 20, 2024 Time Series Time Series Classification
Code Code Available Data augmentation using synthetic data for time series classification with deep residual networks Aug 7, 2018 Data Augmentation Dynamic Time Warping
Code Code Available Motion Code: Robust Time Series Classification and Forecasting via Sparse Variational Multi-Stochastic Processes Learning Feb 21, 2024 Gaussian Processes Time Series
Code Code Available Evaluating Explanation Methods for Multivariate Time Series Classification Aug 29, 2023 Classification Time Series
Code Code Available COSCO: A Sharpness-Aware Training Framework for Few-shot Multivariate Time Series Classification Sep 15, 2024 Classification Time Series
Code Code Available SAITS: Self-Attention-based Imputation for Time Series Feb 17, 2022 Imputation Missing Values
Code Code Available Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention Nov 18, 2019 General Classification Time Series
Code Code Available Evaluating data augmentation for financial time series classification Oct 28, 2020 Classification Data Augmentation
Code Code Available Scalable Dictionary Classifiers for Time Series Classification Jul 26, 2019 Classification General Classification
Code Code Available Continuous Time Evidential Distributions for Irregular Time Series Jul 25, 2023 Irregular Time Series Time Series
Code Code Available Connect Later: Improving Fine-tuning for Robustness with Targeted Augmentations Jan 8, 2024 Contrastive Learning Domain Adaptation
Code Code Available Estimating the electrical power output of industrial devices with end-to-end time-series classification in the presence of label noise May 1, 2021 Time Series Time Series Analysis
Code Code Available TimeNet: Pre-trained deep recurrent neural network for time series classification Jun 23, 2017 Dynamic Time Warping General Classification
Code Code Available Self-attention for raw optical Satellite Time Series Classification Oct 23, 2019 Classification Deep Learning
Code Code Available Astronomical image time series classification using CONVolutional attENTION (ConvEntion) Apr 3, 2023 Classification Time Series
Code Code Available Enhanced Spatio- Temporal Image Encoding for Online Human Activity Recognition Dec 15, 2023 Activity Recognition Human Activity Recognition
Code Code Available Condition Assessment of Stay Cables through Enhanced Time Series Classification Using a Deep Learning Approach Jan 11, 2021 Feature Engineering Time Series
Code Code Available Time Series Classification for Detecting Parkinson's Disease from Wrist Motions Apr 21, 2023 Time Series Time Series Classification
Code Code Available End-to-End Learned Early Classification of Time Series for In-Season Crop Type Mapping Jan 30, 2019 Classification Crop Classification
Code Code Available Semi-Periodic Activation for Time Series Classification Dec 13, 2024 Classification Time Series
Code Code Available 