DTW-Merge: A Novel Data Augmentation Technique for Time Series Classification Mar 1, 2021 Data Augmentation Dynamic Time Warping
Code Code Available When is Early Classification of Time Series Meaningful? Feb 23, 2021 Classification Early Classification
— Unverified Phase Space Reconstruction Network for Lane Intrusion Action Recognition Feb 22, 2021 Action Recognition Autonomous Driving
— Unverified Elastic Similarity and Distance Measures for Multivariate Time Series Feb 20, 2021 Classification Dynamic Time Warping
Code Code Available Pattern Sampling for Shapelet-based Time Series Classification Feb 16, 2021 Classification General Classification
— Unverified Classification of multivariate weakly-labelled time-series with attention Feb 16, 2021 Classification EEG
Code Code Available Geometric feature performance under downsampling for EEG classification tasks Feb 15, 2021 Benchmarking Classification
— Unverified On Technical Trading and Social Media Indicators in Cryptocurrencies' Price Classification Through Deep Learning Feb 13, 2021 General Classification Time Series Analysis
— Unverified PatchX: Explaining Deep Models by Intelligible Pattern Patches for Time-series Classification Feb 11, 2021 Classification General Classification
— Unverified Early Abandoning and Pruning for Elastic Distances including Dynamic Time Warping Feb 10, 2021 Clustering Dynamic Time Warping
Code Code Available Plotting time: On the usage of CNNs for time series classification Feb 8, 2021 Classification General Classification
— Unverified Deep Semi-Supervised Learning for Time Series Classification Feb 6, 2021 Classification Data Augmentation
Code Code Available Time Series Classification via Topological Data Analysis Feb 3, 2021 Classification General Classification
— Unverified Uncertain Time Series Classification With Shapelet Transform Feb 3, 2021 Classification General Classification
Code Code Available A Novel Approach for Classification and Forecasting of Time Series in Particle Accelerators Feb 1, 2021 Binary Classification Classification
— Unverified MultiRocket: Multiple pooling operators and transformations for fast and effective time series classification Jan 31, 2021 Diversity General Classification
Code Code Available Low Dimensional Convolutional Neural Network For Solar Flares GOES Time Series Classification Jan 29, 2021 General Classification Time Series
Code Code Available Spectrum Attention Mechanism for Time Series Classification Jan 25, 2021 Classification General Classification
— Unverified EEG-Inception: An Accurate and Robust End-to-End Neural Network for EEG-based Motor Imagery Classification Jan 24, 2021 Brain Computer Interface Classification
Code Code Available Untargeted, Targeted and Universal Adversarial Attacks and Defenses on Time Series Jan 13, 2021 Adversarial Attack Adversarial Defense
— Unverified Condition Assessment of Stay Cables through Enhanced Time Series Classification Using a Deep Learning Approach Jan 11, 2021 Feature Engineering Time Series
Code Code Available Multi-Faceted Representation Learning with Hybrid Architecture for Time Series Classification Dec 21, 2020 General Classification Representation Learning
— Unverified MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification Dec 16, 2020 General Classification Time Series
Code Code Available Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG Classification Dec 9, 2020 Anomaly Detection Atrial Fibrillation Detection
Code Code Available [Re] Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention Dec 6, 2020 General Classification Time Series
Code Code Available Fully Convolutional Network Bootstrapped by Word Encoding and Embedding for Activity Recognition in Smart Homes Dec 1, 2020 Activity Recognition General Classification
Code Code Available TimeSHAP: Explaining Recurrent Models through Sequence Perturbations Nov 30, 2020 Decision Making Feature Importance
Code Code Available Self-Supervised Time Series Representation Learning by Inter-Intra Relational Reasoning Nov 27, 2020 Relation Relational Reasoning
Code Code Available RTFN: A Robust Temporal Feature Network for Time Series Classification Nov 24, 2020 Classification General Classification
— Unverified Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time Intervals Nov 23, 2020 Explainable Models General Classification
Code Code Available Predictive maintenance on event logs: Application on an ATM fleet Nov 22, 2020 General Classification Time Series Analysis
— Unverified Merchant Category Identification Using Credit Card Transactions Nov 5, 2020 Time Series Time Series Analysis
— Unverified Evaluating data augmentation for financial time series classification Oct 28, 2020 Classification Data Augmentation
Code Code Available TimeSHAP: Explaining Recurrent Models through Sequence Perturbations Oct 16, 2020 Decision Making Feature Importance
— Unverified Differentiable Divergences Between Time Series Oct 16, 2020 Dynamic Time Warping Time Series
Code Code Available Multivariate Time Series Classification with Hierarchical Variational Graph Pooling Oct 12, 2020 Classification Decoder
— Unverified Downsampling and geometric feature methods for EEG classification tasks with CNNs Oct 10, 2020 Benchmarking EEG
— Unverified MIA-Prognosis: A Deep Learning Framework to Predict Therapy Response Oct 8, 2020 Deep Learning Prognosis
Code Code Available A Transformer-based Framework for Multivariate Time Series Representation Learning Oct 6, 2020 Computational Efficiency General Classification
Code Code Available Extreme-SAX: Extreme Points Based Symbolic Representation for Time Series Classification Oct 2, 2020 Dimensionality Reduction General Classification
— Unverified An Evaluation of Classification Methods for 3D Printing Time-Series Data Oct 2, 2020 BIG-bench Machine Learning Dynamic Time Warping
— Unverified Deep learning for time series classification Oct 1, 2020 Activity Recognition Classification
Code Code Available Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress Sep 29, 2020 Anomaly Detection Time Series
Code Code Available Instance-based Counterfactual Explanations for Time Series Classification Sep 28, 2020 Classification counterfactual
Code Code Available Transient Classification in low SNR Gravitational Wave data using Deep Learning Sep 20, 2020 Astronomy Deep Learning
— Unverified Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting Sep 18, 2020 BIG-bench Machine Learning Multivariate Time Series Forecasting
— Unverified Neural Rough Differential Equations for Long Time Series Sep 17, 2020 Irregular Time Series Time Series
Code Code Available XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification Sep 10, 2020 General Classification Time Series
Code Code Available Multivariable times series classification through an interpretable representation Sep 8, 2020 Classification Descriptive
— Unverified The Canonical Interval Forest (CIF) Classifier for Time Series Classification Aug 20, 2020 Classification Descriptive
— Unverified 