Use Short Isometric Shapelets to Accelerate Binary Time Series Classification Dec 27, 2019 Classification General Classification
— Unverified Features or Shape? Tackling the False Dichotomy of Time Series Classification Dec 20, 2019 Classification General Classification
— Unverified On the Metrics and Adaptation Methods for Domain Divergences of sEMG-based Gesture Recognition Dec 18, 2019 Domain Adaptation Gesture Recognition
Code Code Available Classification des Séries Temporelles Incertaines par Transformation Shapelet Dec 11, 2019 Classification General Classification
— Unverified The Wasserstein-Fourier Distance for Stationary Time Series Dec 11, 2019 Data Augmentation Dimensionality Reduction
Code Code Available Shallow RNN: Accurate Time-series Classification on Resource Constrained Devices Dec 1, 2019 Classification General Classification
Code Code Available A tale of two toolkits, report the second: bake off redux. Chapter 1. dictionary based classifiers Nov 27, 2019 Classification General Classification
— Unverified Correlative Channel-Aware Fusion for Multi-View Time Series Classification Nov 24, 2019 Classification General Classification
— Unverified Time Series Classification: Lessons Learned in the (Literal) Field while Studying Chicken Behavior Nov 21, 2019 Clustering General Classification
— Unverified Multi-Scale RCNN Model for Financial Time-series Classification Nov 21, 2019 Classification General Classification
— Unverified Benchmarking time series classification -- Functional data vs machine learning approaches Nov 18, 2019 Additive models Benchmarking
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 XceptionTime: A Novel Deep Architecture based on Depthwise Separable Convolutions for Hand Gesture Classification Nov 9, 2019 Data Augmentation General Classification
Code Code Available Dynamic Time Warp Convolutional Networks Nov 5, 2019 Temporal Sequences Time Series
— Unverified Deep convolutional neural networks for multi-scale time-series classification and application to disruption prediction in fusion devices Oct 31, 2019 Diagnostic General Classification
Code Code Available ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels Oct 29, 2019 General Classification Time Series
Code Code Available Self-attention for raw optical Satellite Time Series Classification Oct 23, 2019 Classification Deep Learning
Code Code Available GesturePod: Enabling On-device Gesture-based Interaction for White Cane Users Oct 20, 2019 Gesture Recognition Time Series Analysis
— Unverified Adaptive Transfer Learning of Multi-View Time Series Classification Oct 14, 2019 Classification Density Estimation
— Unverified Time series classification for varying length series Oct 10, 2019 Classification General Classification
— Unverified Set Functions for Time Series Sep 26, 2019 Time Series Time Series Analysis
Code Code Available Learning Through Limited Self-Supervision: Improving Time-Series Classification Without Additional Data via Auxiliary Tasks Sep 25, 2019 Time Series Time Series Analysis
— Unverified Timage -- A Robust Time Series Classification Pipeline Sep 19, 2019 Benchmarking Classification
Code Code Available sktime: A Unified Interface for Machine Learning with Time Series Sep 17, 2019 BIG-bench Machine Learning Time Series
— Unverified GENDIS: GENetic DIscovery of Shapelets Sep 13, 2019 Outlier Detection Time Series
Code Code Available Meta-Learning for Few-Shot Time Series Classification Sep 13, 2019 Activity Recognition Classification
— Unverified Interpolation-Prediction Networks for Irregularly Sampled Time Series Sep 13, 2019 Deep Learning Length-of-Stay prediction
Code Code Available A tale of two toolkits, report the first: benchmarking time series classification algorithms for correctness and efficiency Sep 12, 2019 Benchmarking General Classification
— Unverified InceptionTime: Finding AlexNet for Time Series Classification Sep 11, 2019 Deep Learning General Classification
Code Code Available Photometric light curves classification with machine learning Sep 10, 2019 BIG-bench Machine Learning Classification
— Unverified TEASER: Early and Accurate Time Series Classification Aug 9, 2019 Classification General Classification
Code Code Available Unsupervised Representation Learning and Anomaly Detection in ECG Sequences Aug 1, 2019 Anomaly Detection Clustering
— Unverified Classification of chaotic time series with deep learning Jul 26, 2019 Classification Deep Learning
— Unverified Scalable Dictionary Classifiers for Time Series Classification Jul 26, 2019 Classification General Classification
Code Code Available Trading via Image Classification Jul 23, 2019 Classification General Classification
Code Code Available Latent ODEs for Irregularly-Sampled Time Series Jul 8, 2019 Multivariate Time Series Forecasting Multivariate Time Series Imputation
Code Code Available A 1d convolutional network for leaf and time series classification Jun 28, 2019 General Classification 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 Gesture Recognition in RGB Videos UsingHuman Body Keypoints and Dynamic Time Warping Jun 25, 2019 Dynamic Time Warping General Classification
Code Code Available Long Short-Term Memory Neural Networks for False Information Attack Detection in Software-Defined In-Vehicle Network Jun 24, 2019 Anomaly Detection Time Series
— Unverified Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Jun 19, 2019 Gaussian Processes General Classification
Code Code Available Temporal Transformer Networks: Joint Learning of Invariant and Discriminative Time Warping Jun 13, 2019 3D Action Recognition Action Recognition
Code Code Available Learning Interpretable Shapelets for Time Series Classification through Adversarial Regularization Jun 3, 2019 Classification General Classification
— Unverified 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 Time-Series Event Prediction with Evolutionary State Graph May 10, 2019 Graph Neural Network Prediction
Code Code Available Temporal Attention Augmented Bilinear Network for Financial Time Series Data Analysis May 5, 2019 Time Series Time Series Analysis
Code Code Available Multivariate Time Series Classification using Dilated Convolutional Neural Network May 5, 2019 Activity Recognition Classification
Code Code Available Surface Type Classification for Autonomous Robot Indoor Navigation May 1, 2019 BIG-bench Machine Learning Classification
— Unverified ConvTimeNet: A Pre-trained Deep Convolutional Neural Network for Time Series Classification Apr 29, 2019 Computational Efficiency General Classification
— Unverified Wearable-based Parkinson's Disease Severity Monitoring using Deep Learning Apr 24, 2019 Deep Learning General Classification
— Unverified 