Open challenges for Machine Learning based Early Decision-Making research Apr 27, 2022 BIG-bench Machine Learning Decision Making
Code Code Available EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting Apr 19, 2022 BIG-bench Machine Learning Decoder
— Unverified Investigating Temporal Convolutional Neural Networks for Satellite Image Time Series Classification: A survey Apr 13, 2022 Time Series Time Series Analysis
— Unverified T4PdM: a Deep Neural Network based on the Transformer Architecture for Fault Diagnosis of Rotating Machinery Apr 7, 2022 Decision Making Diagnostic
— Unverified Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Apr 7, 2022 Domain Adaptation Time Series
Code Code Available Taking ROCKET on an Efficiency Mission: Multivariate Time Series Classification with LightWaveS Apr 4, 2022 feature selection Time Series
Code Code Available Time Series Fault Classification for Wave Propagation Systems with Sparse Fault Data Mar 30, 2022 Classification Dynamic Time Warping
— Unverified Tampered VAE for Improved Satellite Image Time Series Classification Mar 30, 2022 Classification Crop Classification
— Unverified Enhancing Transformer Efficiency for Multivariate Time Series Classification Mar 28, 2022 Classification Time Series
— Unverified HYDRA: Competing convolutional kernels for fast and accurate time series classification Mar 25, 2022 Time Series Time Series Analysis
Code Code Available Euler State Networks: Non-dissipative Reservoir Computing Mar 17, 2022 Memorization Time Series
Code Code Available Don't Get Me Wrong: How to Apply Deep Visual Interpretations to Time Series Mar 14, 2022 Time Series Time Series Analysis
Code Code Available A Joint-Entropy Approach To Time-series Classification Mar 11, 2022 Classification Time Series
Code Code Available Data-Folding and Hyperspace Coding for Multi-Dimensonal Time-Series Data Imaging Mar 10, 2022 Action Recognition Classification
— Unverified CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification Mar 8, 2022 Representation Learning Self-Supervised Learning
— Unverified LSTMSPLIT: Effective SPLIT Learning based LSTM on Sequential Time-Series Data Mar 8, 2022 Activity Recognition Federated Learning
— Unverified S-Rocket: Selective Random Convolution Kernels for Time Series Classification Mar 7, 2022 Combinatorial Optimization regression
Code Code Available Early Time-Series Classification Algorithms: An Empirical Comparison Mar 3, 2022 Classification Time Series
— Unverified SAITS: Self-Attention-based Imputation for Time Series Feb 17, 2022 Imputation Missing Values
Code Code Available Auxiliary Cross-Modal Representation Learning with Triplet Loss Functions for Online Handwriting Recognition Feb 16, 2022 Classification Handwriting Recognition
— Unverified HDC-MiniROCKET: Explicit Time Encoding in Time Series Classification with Hyperdimensional Computing Feb 16, 2022 Time Series Time Series Analysis
— Unverified TimeREISE: Time-series Randomized Evolving Input Sample Explanation Feb 16, 2022 Classification Explainable artificial intelligence
— Unverified Evaluation of post-hoc interpretability methods in time-series classification Feb 11, 2022 Classification Time Series
Code Code Available Spectral Propagation Graph Network for Few-shot Time Series Classification Feb 8, 2022 Classification Time Series
— Unverified A Machine Learning Smartphone-based Sensing for Driver Behavior Classification Feb 1, 2022 Autonomous Driving BIG-bench Machine Learning
— Unverified Similarity Learning based Few Shot Learning for ECG Time Series Classification Jan 31, 2022 Dynamic Time Warping Few-Shot Learning
Code Code Available 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 Disjoint-CNN for Multivariate Time Series Classification Jan 20, 2022 Classification Deep Learning
Code Code Available Time Series Generation with Masked Autoencoder Jan 14, 2022 Data Augmentation Decoder
Code Code Available 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
Code Code Available Towards Similarity-Aware Time-Series Classification Jan 5, 2022 Classification Dynamic Time Warping
Code Code Available 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 Simulation platform for pattern recognition based on reservoir computing with memristor networks Dec 1, 2021 Time Series Time Series Analysis
Code Code Available 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 Amercing: An Intuitive, Elegant and Effective Constraint for Dynamic Time Warping Nov 26, 2021 Dynamic Time Warping Time Series
Code Code Available Animal Behavior Classification via Accelerometry Data and Recurrent Neural Networks Nov 24, 2021 Classification Time Series
— Unverified Animal behavior classification via deep learning on embedded systems Nov 24, 2021 Classification Deep Learning
— 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 Learning Time Series Counterfactuals via Latent Space Representations Oct 11, 2021 counterfactual Counterfactual Explanation
Code Code Available Chaos as an interpretable benchmark for forecasting and data-driven modelling Oct 11, 2021 Benchmarking Symbolic Regression
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