Voltage Quality Time Series Classification using Convolutional Neural Network Mar 30, 2019 Classification Time Series
— Unverified RAPID: Early Classification of Explosive Transients using Deep Learning Mar 29, 2019 Classification Deep Learning
— Unverified Medical Time Series Classification with Hierarchical Attention-based Temporal Convolutional Networks: A Case Study of Myotonic Dystrophy Diagnosis Mar 28, 2019 Computational Efficiency General Classification
— Unverified Adversarial Attacks on Deep Neural Networks for Time Series Classification Mar 17, 2019 Activity Recognition Adversarial Attack
Code Code Available Deep Neural Network Ensembles for Time Series Classification Mar 15, 2019 Attribute Classification
Code Code Available Should we Reload Time Series Classification Performance Evaluation ? (a position paper) Mar 8, 2019 General Classification Position
— Unverified Adversarial Attacks on Time Series Feb 27, 2019 Classification Dynamic Time Warping
Code Code Available Insights into LSTM Fully Convolutional Networks for Time Series Classification Feb 27, 2019 Classification General Classification
Code Code Available Sinkhorn Divergence of Topological Signature Estimates for Time Series Classification Feb 14, 2019 Classification Fault Detection
Code Code Available WaveletAE: A Wavelet-enhanced Autoencoder for Wind Turbine Blade Icing Detection Feb 14, 2019 Anomaly Detection General Classification
Code Code Available Early Recognition of Sepsis with Gaussian Process Temporal Convolutional Networks and Dynamic Time Warping Feb 5, 2019 Deep Learning Dynamic Time Warping
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 catch22: CAnonical Time-series CHaracteristics Jan 29, 2019 Classification Clustering
Code Code Available FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network Jan 8, 2019 Action Classification Language Modelling
— Unverified Deep Gated Recurrent and Convolutional Network Hybrid Model for Univariate Time Series Classification Dec 18, 2018 Classification General Classification
Code Code Available Extracting Relationships by Multi-Domain Matching Dec 1, 2018 Domain Adaptation Time Series
Code Code Available Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices Dec 1, 2018 General Classification Multiple Instance Learning
— Unverified Learning filter widths of spectral decompositions with wavelets Dec 1, 2018 Time Series Time Series Analysis
Code Code Available Multiple-Instance Learning by Boosting Infinitely Many Shapelet-based Classifiers Nov 20, 2018 Multiple Instance Learning Time Series
— Unverified Time Series Classification to Improve Poultry Welfare Nov 7, 2018 Classification Dictionary Learning
— Unverified Towards a Near Universal Time Series Data Mining Tool: Introducing the Matrix Profile Nov 5, 2018 Clustering Representation Learning
— Unverified Transfer learning for time series classification Nov 5, 2018 Classification Dynamic Time Warping
Code Code Available Can automated smoothing significantly improve benchmark time series classification algorithms? Nov 1, 2018 Classification Dynamic Time Warping
— Unverified The UEA multivariate time series classification archive, 2018 Oct 31, 2018 Classification General Classification
Code Code Available Time series clustering based on the characterisation of segment typologies Oct 27, 2018 Clustering Time Series
— Unverified Spikebench: An open benchmark for spike train time-series classification Oct 9, 2018 Feature Engineering Time Series
Code Code Available DuPLO: A DUal view Point deep Learning architecture for time series classificatiOn Sep 20, 2018 Deep Learning Earth Observation
— Unverified From BOP to BOSS and Beyond: Time Series Classification with Dictionary Based Classifiers Sep 18, 2018 General Classification image-classification
— Unverified Explainable time series tweaking via irreversible and reversible temporal transformations Sep 13, 2018 General Classification Time Series
Code Code Available Deep learning for time series classification: a review Sep 12, 2018 Deep Learning General Classification
Code Code Available Proximity Forest: An effective and scalable distance-based classifier for time series Aug 31, 2018 Attribute Earth Observation
Code Code Available Elastic bands across the path: A new framework and methods to lower bound DTW Aug 29, 2018 Clustering Dynamic Time Warping
Code Code Available Interpretable Time Series Classification using All-Subsequence Learning and Symbolic Representations in Time and Frequency Domains Aug 12, 2018 All 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 Predicting Learning Status in MOOCs using LSTM Aug 5, 2018 General Classification Prediction
— Unverified Multilevel Wavelet Decomposition Network for Interpretable Time Series Analysis Jun 23, 2018 Deep Learning General Classification
Code Code Available A review on distance based time series classification Jun 12, 2018 Classification General Classification
— Unverified Towards a universal neural network encoder for time series May 10, 2018 Time Series Time Series Analysis
— Unverified Learning representations for multivariate time series with missing data using Temporal Kernelized Autoencoders May 9, 2018 Dimensionality Reduction General Classification
— Unverified Bag of Recurrence Patterns Representation for Time-Series Classification Mar 29, 2018 Classification General Classification
— Unverified Precision and Recall for Time Series Mar 8, 2018 Anomaly Detection General Classification
Code Code Available Multivariate LSTM-FCNs for Time Series Classification Jan 14, 2018 Action Recognition Activity Recognition
Code Code Available Cost-Sensitive Convolution based Neural Networks for Imbalanced Time-Series Classification Jan 13, 2018 Deep Learning General Classification
— Unverified A Shapelet Transform for Multivariate Time Series Classification Dec 18, 2017 Classification General Classification
— Unverified Multivariate Time Series Classification with WEASEL+MUSE Nov 30, 2017 Classification feature selection
Code Code Available OSTSC: Over Sampling for Time Series Classification in R Nov 27, 2017 Classification General Classification
— Unverified Warped-Linear Models for Time Series Classification Nov 24, 2017 Classification Dynamic Time Warping
— Unverified Channel masking for multivariate time series shapelets Nov 2, 2017 General Classification Time Series
— Unverified Classification of Time-Series Images Using Deep Convolutional Neural Networks Oct 2, 2017 Classification General Classification
Code Code Available Automatic Error Analysis of Human Motor Performance for Interactive Coaching in Virtual Reality Sep 26, 2017 Dynamic Time Warping feature selection
— Unverified 