Towards Similarity-Aware Time-Series Classification Jan 5, 2022 Classification Dynamic Time Warping
Code Code Available Simulation platform for pattern recognition based on reservoir computing with memristor networks Dec 1, 2021 Time Series Time Series Analysis
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 Chaos as an interpretable benchmark for forecasting and data-driven modelling Oct 11, 2021 Benchmarking Symbolic Regression
Code Code Available Learning Time Series Counterfactuals via Latent Space Representations Oct 11, 2021 counterfactual Counterfactual Explanation
Code Code Available Long Expressive Memory for Sequence Modeling Oct 10, 2021 Language Modeling Language Modelling
Code Code Available Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Sep 28, 2021 Classification Time Series
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 MrSQM: Fast Time Series Classification with Symbolic Representations Sep 2, 2021 Classification feature selection
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 Time-Series Representation Learning via Temporal and Contextual Contrasting Jun 26, 2021 Automatic Sleep Stage Classification Contrastive Learning
Code Code Available TS2Vec: Towards Universal Representation of Time Series Jun 19, 2021 Anomaly Detection Contrastive Learning
Code Code Available Voice2Series: Reprogramming Acoustic Models for Time Series Classification Jun 17, 2021 Classification Data Augmentation
Code Code Available Semi-supervised Time Series Classification by Temporal Relation Prediction Jun 11, 2021 Classification Prediction
Code Code Available Fast, Accurate and Interpretable Time Series Classification Through Randomization May 31, 2021 Classification Time Series
Code Code Available Paying Attention to Astronomical Transients: Introducing the Time-series Transformer for Photometric Classification May 13, 2021 Classification feature selection
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 HIVE-COTE 2.0: a new meta ensemble for time series classification Apr 15, 2021 General Classification 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 Gated Transformer Networks for Multivariate Time Series Classification Mar 26, 2021 Classification General Classification
Code Code Available Learning Discriminative Prototypes with Dynamic Time Warping Mar 17, 2021 Action Segmentation Dynamic Time Warping
Code Code Available UnICORNN: A recurrent model for learning very long time dependencies Mar 9, 2021 Sentiment Analysis Sequential Image Classification
Code Code Available Early Abandoning and Pruning for Elastic Distances including Dynamic Time Warping Feb 10, 2021 Clustering Dynamic Time Warping
Code Code Available Deep Semi-Supervised Learning for Time Series Classification Feb 6, 2021 Classification Data Augmentation
Code Code Available Uncertain Time Series Classification With Shapelet Transform Feb 3, 2021 Classification General Classification
Code Code Available MultiRocket: Multiple pooling operators and transformations for fast and effective time series classification Jan 31, 2021 Diversity General Classification
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 MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification Dec 16, 2020 General Classification 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 TimeSHAP: Explaining Recurrent Models through Sequence Perturbations Nov 30, 2020 Decision Making Feature Importance
Code Code Available Self-Supervised Time Series Representation Learning by Inter-Intra Relational Reasoning Nov 27, 2020 Relation Relational Reasoning
Code Code Available Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time Intervals Nov 23, 2020 Explainable Models General Classification
Code Code Available Differentiable Divergences Between Time Series Oct 16, 2020 Dynamic Time Warping Time Series
Code Code Available A Transformer-based Framework for Multivariate Time Series Representation Learning Oct 6, 2020 Computational Efficiency General Classification
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 Instance-based Counterfactual Explanations for Time Series Classification Sep 28, 2020 Classification counterfactual
Code Code Available Neural Rough Differential Equations for Long Time Series Sep 17, 2020 Irregular Time Series Time Series
Code Code Available XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification Sep 10, 2020 General Classification 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 Leveraging Class Hierarchies with Metric-Guided Prototype Learning Jul 6, 2020 General Classification Semantic Segmentation
Code Code Available Lightweight Temporal Self-Attention for Classifying Satellite Image Time Series Jul 1, 2020 Earth Observation Time Series
Code Code Available The Signature Kernel is the solution of a Goursat PDE Jun 26, 2020 Dimensionality Reduction GPU
Code Code Available Time Series Extrinsic Regression Jun 23, 2020 regression Time Series
Code Code Available Monash University, UEA, UCR Time Series Extrinsic Regression Archive Jun 19, 2020 Benchmarking Missing Values
Code Code Available Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Jun 12, 2020 Imputation tensor algebra
Code Code Available Bearing Fault Diagnosis Base on Multi-scale CNN and LSTM Model Jun 5, 2020 Classification Diagnostic
Code Code Available Interpretable Time-series Classification on Few-shot Samples Jun 3, 2020 Classification Few-Shot Learning
Code Code Available A Generalised Signature Method for Multivariate Time Series Feature Extraction Jun 1, 2020 Time Series Time Series Analysis
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 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
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