Time Series Classification Using Convolutional Neural Network On Imbalanced Datasets Oct 10, 2021 Classification Time Series
— Unverified Long Expressive Memory for Sequence Modeling Oct 10, 2021 Language Modeling Language Modelling
Code Code Available Attention Augmented Convolutional Transformer for Tabular Time-series Oct 5, 2021 Language Modeling Language Modelling
— Unverified Less is more: Selecting the right benchmarking set of data for time series classification Sep 29, 2021 Benchmarking Time Series
— Unverified DIVERSIFY to Generalize: Learning Generalized Representations for Time Series Classification Sep 29, 2021 Activity Recognition Classification
— Unverified Selective Cross-Domain Consistency Regularization for Time Series Domain Generalization Sep 29, 2021 Domain Generalization Representation Learning
— Unverified Objective Evaluation of Deep Visual Interpretations on Time Series Data Sep 29, 2021 Time Series Time Series Analysis
— Unverified T-WaveNet: A Tree-Structured Wavelet Neural Network for Time Series Signal Analysis Sep 29, 2021 Activity Recognition Representation Learning
— Unverified Taking ROCKET on an efficiency mission: A distributed solution for fast and accurate multivariate time series classification Sep 29, 2021 feature selection Time Series
— Unverified Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Sep 28, 2021 Classification Time Series
Code Code Available Improving Time Series Classification Algorithms Using Octave-Convolutional Layers Sep 28, 2021 Classification Time Series
— Unverified Early and Revocable Time Series Classification Sep 21, 2021 Classification Decision Making
— Unverified Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting Sep 4, 2021 Irregular Time Series Representation Learning
Code Code Available Computer Vision Self-supervised Learning Methods on Time Series Sep 2, 2021 Self-Supervised Learning Time Series
Code Code Available MrSQM: Fast Time Series Classification with Symbolic Representations Sep 2, 2021 Classification feature selection
Code Code Available XAI Methods for Neural Time Series Classification: A Brief Review Aug 18, 2021 Deep Learning Explainable Artificial Intelligence (XAI)
— Unverified Random Convolution Kernels with Multi-Scale Decomposition for Preterm EEG Inter-burst Detection Aug 4, 2021 EEG Electroencephalogram (EEG)
Code Code Available Snippet Policy Network for Multi-class Varied-length ECG Early Classification Jul 28, 2021 Arrhythmia Detection Classification
— Unverified Automated Label Generation for Time Series Classification with Representation Learning: Reduction of Label Cost for Training Jul 12, 2021 Representation Learning Time Series
— Unverified A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware Jul 8, 2021 Question Answering Time Series
Code Code Available Early Recognition of Ball Catching Success in Clinical Trials with RNN-Based Predictive Classification Jul 6, 2021 Classification Decision Making
— Unverified As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Jun 29, 2021 Self-Supervised Learning 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 Multi-Modal Prototype Learning for Interpretable Multivariable Time Series Classification Jun 17, 2021 Activity Recognition Classification
— Unverified Voice2Series: Reprogramming Acoustic Models for Time Series Classification Jun 17, 2021 Classification Data Augmentation
Code Code Available Deep Neural Networks for Approximating Stream Reasoning with C-SPARQL Jun 15, 2021 Time Series Time Series Analysis
— Unverified Semi-supervised Time Series Classification by Temporal Relation Prediction Jun 11, 2021 Classification Prediction
Code Code Available Differentiable Multiple Shooting Layers Jun 7, 2021 Time Series Time Series Analysis
— Unverified Fast, Accurate and Interpretable Time Series Classification Through Randomization May 31, 2021 Classification Time Series
Code Code Available Accelerating Neural ODEs Using Model Order Reduction May 28, 2021 model Time Series
— Unverified Anomaly Detection in Predictive Maintenance: A New Evaluation Framework for Temporal Unsupervised Anomaly Detection Algorithms May 26, 2021 Anomaly Detection Novelty Detection
— Unverified Generative Semi-supervised Learning for Multivariate Time Series Imputation May 18, 2021 Generative Adversarial Network Imputation
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 The Temporal Dictionary Ensemble (TDE) Classifier for Time Series Classification May 9, 2021 Classification General Classification
— Unverified All-Clear Flare Prediction Using Interval-based Time Series Classifiers May 3, 2021 All Prediction
— Unverified 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 Accuracy Improvement for Fully Convolutional Networks via Selective Augmentation with Applications to Electrocardiogram Data Apr 25, 2021 Data Augmentation General Classification
— Unverified 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 Process Outcome Prediction: CNN vs. LSTM (with Attention) Apr 14, 2021 General Classification Prediction
— Unverified Deep Transformer Networks for Time Series Classification: The NPP Safety Case Apr 9, 2021 General Classification Time Series
— Unverified Learnable Dynamic Temporal Pooling for Time Series Classification Apr 2, 2021 Classification Dynamic Time Warping
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 Visualising Deep Network's Time-Series Representations Mar 12, 2021 Time Series Time Series Analysis
— Unverified UnICORNN: A recurrent model for learning very long time dependencies Mar 9, 2021 Sentiment Analysis Sequential Image Classification
Code Code Available Depth Evaluation for Metal Surface Defects by Eddy Current Testing using Deep Residual Convolutional Neural Networks Mar 8, 2021 Time Series Time Series Analysis
— Unverified CLPVG: Circular limited penetrable visibility graph as a new network model for time series Mar 1, 2021 Clustering EEG
— Unverified 