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 An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Jul 31, 2020 Data Augmentation General Classification
Code Code Available 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 Leveraging Class Hierarchies with Metric-Guided Prototype Learning Jul 6, 2020 General Classification Semantic Segmentation
Code Code Available Lightweight Temporal Self-Attention for Classifying Satellite Image Time Series Jul 1, 2020 Earth Observation Time Series
Code Code Available The Signature Kernel is the solution of a Goursat PDE Jun 26, 2020 Dimensionality Reduction GPU
Code Code Available Time Series Extrinsic Regression Jun 23, 2020 regression Time Series
Code Code Available Monash University, UEA, UCR Time Series Extrinsic Regression Archive Jun 19, 2020 Benchmarking Missing Values
Code Code Available Semi-supervised time series classification method for quantum computing Jun 19, 2020 Classification General Classification
— Unverified Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Jun 12, 2020 Imputation tensor algebra
Code Code Available Scoring and Assessment in Medical VR Training Simulators with Dynamic Time Series Classification Jun 11, 2020 Dynamic Time Warping General Classification
— Unverified Bearing Fault Diagnosis Base on Multi-scale CNN and LSTM Model Jun 5, 2020 Classification Diagnostic
Code Code Available Interpretable Time-series Classification on Few-shot Samples Jun 3, 2020 Classification Few-Shot Learning
Code Code Available A Generalised Signature Method for Multivariate Time Series Feature Extraction Jun 1, 2020 Time Series Time Series Analysis
Code Code Available Theory and Algorithms for Shapelet-based Multiple-Instance Learning May 31, 2020 Multiple Instance Learning Time Series Analysis
Code Code Available Interpretable Time Series Classification using Linear Models and Multi-resolution Multi-domain Symbolic Representations May 31, 2020 Classification General Classification
Code Code Available Neural ODEs for Informative Missingness in Multivariate Time Series May 20, 2020 Deep Learning Imputation
— Unverified Forecasting with sktime: Designing sktime's New Forecasting API and Applying It to Replicate and Extend the M4 Study May 16, 2020 BIG-bench Machine Learning Time Series
Code Code Available XEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classification May 7, 2020 BIG-bench Machine Learning General Classification
Code Code Available Applications of shapelet transform to time series classification of earthquake, wind and wave data Apr 22, 2020 BIG-bench Machine Learning Event Detection
— Unverified Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher Apr 19, 2020 Data Augmentation Dynamic Time Warping
Code Code Available 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 Minority Oversampling for Imbalanced Time Series Classification Apr 14, 2020 Classification Clustering
Code Code Available Co-eye: A Multi-resolution Symbolic Representation to TimeSeries Diversified Ensemble Classification Apr 14, 2020 Diversity General Classification
— Unverified 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 On the performance of deep learning models for time series classification in streaming Mar 5, 2020 General Classification Time Series
Code Code Available 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 Complexity Measures and Features for Times Series classification Feb 27, 2020 Classification Dynamic Time Warping
— Unverified Time Series Data Augmentation for Deep Learning: A Survey Feb 27, 2020 Anomaly Detection Data Augmentation
— Unverified Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification Feb 24, 2020 General Classification Time Series
Code Code Available 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 Source Model Selection for Deep Learning in the Time Series Domain Jan 3, 2020 Model Selection Time Series
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