Kernels for time series with irregularly-spaced multivariate observations Apr 18, 2020 Time Series Time Series Analysis
— Unverified Exploring time-series motifs through DTW-SOM Apr 17, 2020 Anomaly Detection Clustering
— Unverified Detecting Driver's Distraction using Long-term Recurrent Convolutional Network Apr 14, 2020 Brain Computer Interface EEG
— Unverified Co-eye: A Multi-resolution Symbolic Representation to TimeSeries Diversified Ensemble Classification Apr 14, 2020 Diversity General Classification
— Unverified Minority Oversampling for Imbalanced Time Series Classification Apr 14, 2020 Classification Clustering
Code Code Available A tale of two toolkits, report the third: on the usage and performance of HIVE-COTE v1.0 Apr 13, 2020 Time Series Time Series Analysis
— Unverified Probabilistic Spatial Transformer Networks Apr 7, 2020 Data Augmentation Time Series
Code Code Available Adversarial Attacks on Multivariate Time Series Mar 31, 2020 Classification Dynamic Time Warping
— Unverified Nonlinear Time Series Classification Using Bispectrum-based Deep Convolutional Neural Networks Mar 4, 2020 General Classification Time Series
Code Code Available Identity Recognition in Intelligent Cars with Behavioral Data and LSTM-ResNet Classifier Mar 2, 2020 General Classification Time Series
— Unverified Time Series Data Augmentation for Deep Learning: A Survey Feb 27, 2020 Anomaly Detection Data Augmentation
— Unverified Complexity Measures and Features for Times Series classification Feb 27, 2020 Classification Dynamic Time Warping
— Unverified Fully convolutional networks for structural health monitoring through multivariate time series classification Feb 12, 2020 General Classification Structural Health Monitoring
— Unverified Human Activity Recognition: A Spatio-temporal Image Encoding of 3D Skeleton Data for Online Action Detection Feb 8, 2020 Action Detection Activity Recognition
Code Code Available Multi-label Prediction in Time Series Data using Deep Neural Networks Jan 27, 2020 Activity Recognition Event Detection
— Unverified Motif Difference Field: A Simple and Effective Image Representation of Time Series for Classification Jan 21, 2020 Clustering General Classification
— Unverified Prediction of MRI Hardware Failures based on Image Features using Time Series Classification Jan 5, 2020 General Classification Time Series
— Unverified 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 The Wasserstein-Fourier Distance for Stationary Time Series Dec 11, 2019 Data Augmentation Dimensionality Reduction
Code Code Available Classification des Séries Temporelles Incertaines par Transformation Shapelet Dec 11, 2019 Classification General Classification
— Unverified 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 Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention Nov 18, 2019 General Classification Time Series
Code Code Available Benchmarking time series classification -- Functional data vs machine learning approaches Nov 18, 2019 Additive models Benchmarking
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 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 Interpolation-Prediction Networks for Irregularly Sampled Time Series Sep 13, 2019 Deep Learning Length-of-Stay prediction
Code Code Available Meta-Learning for Few-Shot Time Series Classification Sep 13, 2019 Activity Recognition Classification
— Unverified A tale of two toolkits, report the first: benchmarking time series classification algorithms for correctness and efficiency Sep 12, 2019 Benchmarking General Classification
— Unverified 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 Scalable Dictionary Classifiers for Time Series Classification Jul 26, 2019 Classification General Classification
Code Code Available Classification of chaotic time series with deep learning Jul 26, 2019 Classification Deep Learning
— Unverified Trading via Image Classification Jul 23, 2019 Classification General Classification
Code Code Available 