CLPVG: Circular limited penetrable visibility graph as a new network model for time series Mar 1, 2021 Clustering EEG
— Unverified 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 Plotting time: On the usage of CNNs for time series classification Feb 8, 2021 Classification General Classification
— Unverified Time Series Classification via Topological Data Analysis Feb 3, 2021 Classification General Classification
— Unverified A Novel Approach for Classification and Forecasting of Time Series in Particle Accelerators Feb 1, 2021 Binary Classification Classification
— Unverified 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 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 [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 RTFN: A Robust Temporal Feature Network for Time Series Classification Nov 24, 2020 Classification General Classification
— Unverified 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 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 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 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 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 A Formally Robust Time Series Distance Metric Aug 18, 2020 Classification General Classification
— Unverified Image Processing Tools for Financial Time Series Classification Aug 13, 2020 BIG-bench Machine Learning Classification
— Unverified Decoding kinetic features of hand motor preparation from single‐trial EEG using convolutional neural networks Aug 11, 2020 Classification EEG
Code Code Available Ubicomp Digital 2020 -- Handwriting classification using a convolutional recurrent network Aug 3, 2020 Classification General Classification
— Unverified Benchmarking Multivariate Time Series Classification Algorithms Jul 26, 2020 Benchmarking Classification
— Unverified Epileptic Seizure Prediction: A Semi-Dilated Convolutional Neural Network Architecture Jul 22, 2020 EEG Electroencephalogram (EEG)
— Unverified Towards Social & Engaging Peer Learning: Predicting Backchanneling and Disengagement in Children Jul 22, 2020 Pupil Dilation Time Series
— Unverified timeXplain -- A Framework for Explaining the Predictions of Time Series Classifiers Jul 15, 2020 Decision Making Explainable artificial intelligence
Code Code Available SRDCNN: Strongly Regularized Deep Convolution Neural Network Architecture for Time-series Sensor Signal Classification Tasks Jul 14, 2020 Classification General Classification
— Unverified GeoStat Representations of Time Series for Fast Classification Jul 13, 2020 Classification Dynamic Time Warping
— Unverified Multivariate Time Series Classification Using Spiking Neural Networks Jul 7, 2020 Classification General Classification
— Unverified Semi-supervised time series classification method for quantum computing Jun 19, 2020 Classification General Classification
— Unverified Scoring and Assessment in Medical VR Training Simulators with Dynamic Time Series Classification Jun 11, 2020 Dynamic Time Warping General Classification
— Unverified Theory and Algorithms for Shapelet-based Multiple-Instance Learning May 31, 2020 Multiple Instance Learning Time Series Analysis
Code Code Available Neural ODEs for Informative Missingness in Multivariate Time Series May 20, 2020 Deep Learning Imputation
— Unverified Applications of shapelet transform to time series classification of earthquake, wind and wave data Apr 22, 2020 BIG-bench Machine Learning Event Detection
— Unverified 