A Machine Learning Smartphone-based Sensing for Driver Behavior Classification Feb 1, 2022 Autonomous Driving BIG-bench Machine Learning
— Unverified The FreshPRINCE: A Simple Transformation Based Pipeline Time Series Classifier Jan 28, 2022 Dynamic Time Warping Time Series
— Unverified Robust Augmentation for Multivariate Time Series Classification Jan 27, 2022 Classification Time Series
— Unverified Ordinal-Quadruplet: Retrieval of Missing Classes in Ordinal Time Series Jan 24, 2022 Missing Labels Retrieval
— Unverified MIDAS: Deep learning human action intention prediction from natural eye movement patterns Jan 22, 2022 Time Series Analysis Time Series Classification
— Unverified Imputing Missing Observations with Time Sliced Synthetic Minority Oversampling Technique Jan 14, 2022 Decoder Imputation
— Unverified Forecasting Loss of Signal in Optical Networks with Machine Learning Jan 8, 2022 BIG-bench Machine Learning Classification on Time Series with Missing Data
— Unverified An Efficient Federated Distillation Learning System for Multi-task Time Series Classification Dec 30, 2021 Knowledge Distillation Time Series
— Unverified Merging Subject Matter Expertise and Deep Convolutional Neural Network for State-Based Online Machine-Part Interaction Classification Dec 8, 2021 Change Point Detection Classification
— Unverified KDCTime: Knowledge Distillation with Calibration on InceptionTime for Time-series Classification Dec 4, 2021 Knowledge Distillation Time Series
— Unverified Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification Nov 29, 2021 BIG-bench Machine Learning Privacy Preserving
Code Code Available Animal behavior classification via deep learning on embedded systems Nov 24, 2021 Classification Deep Learning
— Unverified Animal Behavior Classification via Accelerometry Data and Recurrent Neural Networks Nov 24, 2021 Classification Time Series
— Unverified A transformer-based model for default prediction in mid-cap corporate markets Nov 18, 2021 Multi-Label Classification MUlTI-LABEL-ClASSIFICATION
— Unverified Outlier Detection as Instance Selection Method for Feature Selection in Time Series Classification Nov 16, 2021 feature selection Outlier Detection
— Unverified GraSSNet: Graph Soft Sensing Neural Networks Nov 12, 2021 Time Series Time Series Analysis
— Unverified Mimic: An adaptive algorithm for multivariate time series classification Nov 8, 2021 Classification Time Series
— Unverified IB-GAN: A Unified Approach for Multivariate Time Series Classification under Class Imbalance Oct 14, 2021 Classification Data Augmentation
— Unverified Time Series Classification Using Convolutional Neural Network On Imbalanced Datasets Oct 10, 2021 Classification Time Series
— Unverified Attention Augmented Convolutional Transformer for Tabular Time-series Oct 5, 2021 Language Modeling Language Modelling
— Unverified DIVERSIFY to Generalize: Learning Generalized Representations for Time Series Classification Sep 29, 2021 Activity Recognition Classification
— Unverified Less is more: Selecting the right benchmarking set of data for time series classification Sep 29, 2021 Benchmarking Time Series
— Unverified Objective Evaluation of Deep Visual Interpretations on Time Series Data Sep 29, 2021 Time Series Time Series Analysis
— Unverified Selective Cross-Domain Consistency Regularization for Time Series Domain Generalization Sep 29, 2021 Domain Generalization Representation Learning
— Unverified Taking ROCKET on an efficiency mission: A distributed solution for fast and accurate multivariate time series classification Sep 29, 2021 feature selection Time Series
— Unverified T-WaveNet: A Tree-Structured Wavelet Neural Network for Time Series Signal Analysis Sep 29, 2021 Activity Recognition Representation Learning
— Unverified Improving Time Series Classification Algorithms Using Octave-Convolutional Layers Sep 28, 2021 Classification Time Series
— Unverified Early and Revocable Time Series Classification Sep 21, 2021 Classification Decision Making
— Unverified Computer Vision Self-supervised Learning Methods on Time Series Sep 2, 2021 Self-Supervised Learning Time Series
— Unverified XAI Methods for Neural Time Series Classification: A Brief Review Aug 18, 2021 Deep Learning Explainable Artificial Intelligence (XAI)
— Unverified Random Convolution Kernels with Multi-Scale Decomposition for Preterm EEG Inter-burst Detection Aug 4, 2021 EEG Electroencephalogram (EEG)
Code Code Available Snippet Policy Network for Multi-class Varied-length ECG Early Classification Jul 28, 2021 Arrhythmia Detection Classification
— Unverified Automated Label Generation for Time Series Classification with Representation Learning: Reduction of Label Cost for Training Jul 12, 2021 Representation Learning Time Series
— Unverified Early Recognition of Ball Catching Success in Clinical Trials with RNN-Based Predictive Classification Jul 6, 2021 Classification Decision Making
— Unverified As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Jun 29, 2021 Self-Supervised Learning Time Series
Code Code Available Multi-Modal Prototype Learning for Interpretable Multivariable Time Series Classification Jun 17, 2021 Activity Recognition Classification
— Unverified Deep Neural Networks for Approximating Stream Reasoning with C-SPARQL Jun 15, 2021 Time Series Time Series Analysis
— Unverified Differentiable Multiple Shooting Layers Jun 7, 2021 Time Series Time Series Analysis
— Unverified Accelerating Neural ODEs Using Model Order Reduction May 28, 2021 model Time Series
— Unverified Anomaly Detection in Predictive Maintenance: A New Evaluation Framework for Temporal Unsupervised Anomaly Detection Algorithms May 26, 2021 Anomaly Detection Novelty Detection
— Unverified Generative Semi-supervised Learning for Multivariate Time Series Imputation May 18, 2021 Generative Adversarial Network Imputation
— Unverified The Temporal Dictionary Ensemble (TDE) Classifier for Time Series Classification May 9, 2021 Classification General Classification
— Unverified All-Clear Flare Prediction Using Interval-based Time Series Classifiers May 3, 2021 All Prediction
— Unverified Estimating the electrical power output of industrial devices with end-to-end time-series classification in the presence of label noise May 1, 2021 Time Series Time Series Analysis
Code Code Available Accuracy Improvement for Fully Convolutional Networks via Selective Augmentation with Applications to Electrocardiogram Data Apr 25, 2021 Data Augmentation General Classification
— Unverified Process Outcome Prediction: CNN vs. LSTM (with Attention) Apr 14, 2021 General Classification Prediction
— Unverified Deep Transformer Networks for Time Series Classification: The NPP Safety Case Apr 9, 2021 General Classification Time Series
— Unverified Learnable Dynamic Temporal Pooling for Time Series Classification Apr 2, 2021 Classification Dynamic Time Warping
Code Code Available Visualising Deep Network's Time-Series Representations Mar 12, 2021 Time Series Time Series Analysis
— Unverified Depth Evaluation for Metal Surface Defects by Eddy Current Testing using Deep Residual Convolutional Neural Networks Mar 8, 2021 Time Series Time Series Analysis
— Unverified 