ENCASE: An ENsemble ClASsifiEr for ECG classification using expert features and deep neural networks Sep 24, 2017 Arrhythmia Detection Classification
Code Code Available Social Style Characterization from Egocentric Photo-streams Sep 18, 2017 Diversity Time Series
— Unverified LSTM Fully Convolutional Networks for Time Series Classification Sep 8, 2017 General Classification Outlier Detection
Code Code Available Boosting the kernelized shapelets: Theory and algorithms for local features Sep 5, 2017 Binary Classification General Classification
— Unverified TimeNet: Pre-trained deep recurrent neural network for time series classification Jun 23, 2017 Dynamic Time Warping General Classification
Code Code Available Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing Jun 10, 2017 Anomaly Detection parameter estimation
Code Code Available Driver Identification Using Automobile Sensor Data from a Single Turn Jun 9, 2017 Driver Identification Navigate
— Unverified Leveraging Patient Similarity and Time Series Data in Healthcare Predictive Models Apr 25, 2017 Change Point Detection Classification
— Unverified Simulated Data Experiments for Time Series Classification Part 1: Accuracy Comparison with Default Settings Mar 28, 2017 General Classification Time Series
— Unverified Asymmetric Learning Vector Quantization for Efficient Nearest Neighbor Classification in Dynamic Time Warping Spaces Mar 24, 2017 Classification Dynamic Time Warping
— Unverified Fast and Accurate Time Series Classification with WEASEL Jan 26, 2017 Classification General Classification
Code Code Available Methods for Mapping Forest Disturbance and Degradation from Optical Earth Observation Data: a Review Jan 10, 2017 Change Detection Earth Observation
— Unverified Temporal Feature Selection on Networked Time Series Dec 20, 2016 feature selection Time Series
— Unverified Deep Symbolic Representation Learning for Heterogeneous Time-series Classification Dec 5, 2016 Classification General Classification
— Unverified Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline Nov 20, 2016 General Classification Time Series
Code Code Available Earliness-Aware Deep Convolutional Networks for Early Time Series Classification Nov 14, 2016 Classification Early Classification
— Unverified Distributed and parallel time series feature extraction for industrial big data applications Oct 25, 2016 Binary Classification Classification
Code Code Available Representation Learning with Deconvolution for Multivariate Time Series Classification and Visualization Oct 24, 2016 Dimensionality Reduction General Classification
Code Code Available Similarity Learning for Time Series Classification Oct 15, 2016 Classification Dynamic Time Warping
— Unverified Power Data Classification: A Hybrid of a Novel Local Time Warping and LSTM Aug 15, 2016 Classification General Classification
— Unverified Mining linguistic tone patterns with symbolic representation Aug 1, 2016 Information Retrieval Music Information Retrieval
— Unverified LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection Jul 1, 2016 Anomaly Detection Decoder
Code Code Available Adapting ELM to Time Series Classification: A Novel Diversified Top-k Shapelets Extraction Method Jun 20, 2016 Diversity General Classification
— Unverified A scalable end-to-end Gaussian process adapter for irregularly sampled time series classification Jun 14, 2016 Classification General Classification
Code Code Available Recurrent Neural Networks for Multivariate Time Series with Missing Values Jun 6, 2016 Imputation Missing Values
Code Code Available Multi-Scale Convolutional Neural Networks for Time Series Classification Mar 22, 2016 Classification Dynamic Time Warping
Code Code Available Support Vector Machines with Time Series Distance Kernels for Action Classification Mar 7, 2016 Action Classification Action Recognition
Code Code Available The Great Time Series Classification Bake Off: An Experimental Evaluation of Recently Proposed Algorithms. Extended Version Feb 4, 2016 General Classification Time Series
— Unverified Dense Bag-of-Temporal-SIFT-Words for Time Series Classification Jan 8, 2016 Classification General Classification
— Unverified Multivariate Time Series Classification Using Dynamic Time Warping Template Selection for Human Activity Recognition Dec 21, 2015 Activity Recognition Dynamic Time Warping
— Unverified Time Series Classification using the Hidden-Unit Logistic Model Jun 16, 2015 Action Recognition Action Unit Detection
— Unverified Imaging Time-Series to Improve Classification and Imputation Jun 1, 2015 Classification General Classification
Code Code Available Ultra-Fast Shapelets for Time Series Classification Mar 17, 2015 Classification General Classification
— Unverified Scalable Discovery of Time-Series Shapelets Mar 11, 2015 Clustering General Classification
— Unverified One-Step or Two-Step Optimization and the Overfitting Phenomenon: A Case Study on Time Series Classification Jul 16, 2014 General Classification Time Series
— Unverified An Experimental Evaluation of Nearest Neighbour Time Series Classification Jun 18, 2014 Classification Dynamic Time Warping
— Unverified Alternating direction method of multipliers for penalized zero-variance discriminant analysis Jan 21, 2014 feature selection General Classification
— Unverified An Empirical Evaluation of Similarity Measures for Time Series Classification Jan 16, 2014 Classification Clustering
— Unverified Highly comparative feature-based time-series classification Jan 15, 2014 Classification Dimensionality Reduction
— Unverified Invariant Factorization Of Time-Series Dec 23, 2013 Time Series Time Series Analysis
— Unverified Classifiers With a Reject Option for Early Time-Series Classification Dec 14, 2013 Classification Decision Making
— Unverified Time-Series Classification Through Histograms of Symbolic Polynomials Jul 24, 2013 Classification Econometrics
— Unverified Highly comparative time-series analysis: The empirical structure of time series and their methods Apr 3, 2013 Time Series Time Series Analysis
Code Code Available A Latent Source Model for Nonparametric Time Series Classification Feb 14, 2013 Classification General Classification
— Unverified Patient Risk Stratification for Hospital-Associated C. diff as a Time-Series Classification Task Dec 1, 2012 Classification Diagnostic
— Unverified On Recursive Edit Distance Kernels with Application to Time Series Classification May 27, 2010 General Classification Time Series
— Unverified Hierarchical Fisher Kernels for Longitudinal Data Dec 1, 2008 General Classification Time Series
— Unverified 