POPNASv3: a Pareto-Optimal Neural Architecture Search Solution for Image and Time Series Classification Dec 13, 2022 AutoML Neural Architecture Search
— Unverified Deep Learning Architectures for FSCV, a Comparison Dec 5, 2022 Deep Learning Time Series
— Unverified The DOPE Distance is SIC: A Stable, Informative, and Computable Metric on Time Series And Ordered Merge Trees Dec 3, 2022 Dynamic Time Warping Time Series
— Unverified Gated Recurrent Neural Networks with Weighted Time-Delay Feedback Dec 1, 2022 Activity Recognition Human Activity Recognition
— Unverified Class-Specific Attention (CSA) for Time-Series Classification Nov 19, 2022 Classification Time Series
— Unverified Parameterization of state duration in Hidden semi-Markov Models: an application in electrocardiography Nov 17, 2022 Heartbeat Classification Time Series
— Unverified An Empirical Evaluation of Multivariate Time Series Classification with Input Transformation across Different Dimensions Oct 14, 2022 Data Augmentation Time Series
Code Code Available Class-Specific Explainability for Deep Time Series Classifiers Oct 11, 2022 Time Series Time Series Analysis
Code Code Available A Multi-label Time Series Classification Approach for Non-intrusive Water End-Use Monitoring Sep 30, 2022 Classification Multi-Label Classification
— Unverified Neuro-symbolic Models for Interpretable Time Series Classification using Temporal Logic Description Sep 15, 2022 Interpretable Machine Learning Time Series
— Unverified Out-of-Distribution Representation Learning for Time Series Classification Sep 15, 2022 Activity Recognition Classification
— Unverified An Evaluation of Low Overhead Time Series Preprocessing Techniques for Downstream Machine Learning Sep 12, 2022 Classification Time Series
— Unverified In-situ animal behavior classification using knowledge distillation and fixed-point quantization Sep 9, 2022 Classification Knowledge Distillation
— Unverified DCSF: Deep Convolutional Set Functions for Classification of Asynchronous Time Series Aug 24, 2022 Astronomy Classification
Code Code Available LETS-GZSL: A Latent Embedding Model for Time Series Generalized Zero Shot Learning Jul 25, 2022 Attribute EEG
— Unverified Augmented Bilinear Network for Incremental Multi-Stock Time-Series Classification Jul 23, 2022 Classification Time Series
— Unverified A Convolutional Neural Network Approach to Supernova Time-Series Classification Jul 19, 2022 Classification Time Series
— Unverified Rethinking Attention Mechanism in Time Series Classification Jul 14, 2022 Classification Knowledge Distillation
— Unverified A multi-level interpretable sleep stage scoring system by infusing experts' knowledge into a deep network architecture Jul 11, 2022 Decision Making EEG
— Unverified Training Robust Deep Models for Time-Series Domain: Novel Algorithms and Theoretical Analysis Jul 9, 2022 Data Augmentation Dynamic Time Warping
Code Code Available Semi-unsupervised Learning for Time Series Classification Jul 7, 2022 Classification Time Series
Code Code Available A Strategy Optimized Pix2pix Approach for SAR-to-Optical Image Translation Task Jun 27, 2022 Crop Classification Image-to-Image Translation
— Unverified Time Gated Convolutional Neural Networks for Crop Classification Jun 20, 2022 Classification Crop Classification
— Unverified Uncertainty-aware Evaluation of Time-Series Classification for Online Handwriting Recognition with Domain Shift Jun 17, 2022 Bayesian Inference Handwriting Recognition
— Unverified Domain Generalization via Selective Consistency Regularization for Time Series Classification Jun 16, 2022 Classification Domain Generalization
— Unverified FEW SHOT CROP MAPPING USING TRANSFORMERS AND TRANSFER LEARNING WITH SENTINEL-2 TIME SERIES: CASE OF KAIROUAN TUNISIA May 30, 2022 Classification Time Series
— Unverified Self-supervised Pretraining and Transfer Learning Enable Flu and COVID-19 Predictions in Small Mobile Sensing Datasets May 26, 2022 Dimensionality Reduction Representation Learning
— Unverified TSEM: Temporally Weighted Spatiotemporal Explainable Neural Network for Multivariate Time Series May 25, 2022 Classification Explainable artificial intelligence
Code Code Available UMSNet: An Universal Multi-sensor Network for Human Activity Recognition May 24, 2022 Activity Recognition Human Activity Recognition
— Unverified Automated Mobility Context Detection with Inertial Signals May 16, 2022 Time Series Time Series Analysis
— Unverified Improving Astronomical Time-series Classification via Data Augmentation with Generative Adversarial Networks May 13, 2022 Data Augmentation Time Series
— Unverified Fuzzy Cognitive Maps and Hidden Markov Models: Comparative Analysis of Efficiency within the Confines of the Time Series Classification Task Apr 28, 2022 Classification Time Series
— Unverified 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 Taking ROCKET on an Efficiency Mission: Multivariate Time Series Classification with LightWaveS Apr 4, 2022 feature selection Time Series
Code Code Available Tampered VAE for Improved Satellite Image Time Series Classification Mar 30, 2022 Classification Crop Classification
— Unverified Time Series Fault Classification for Wave Propagation Systems with Sparse Fault Data Mar 30, 2022 Classification Dynamic Time Warping
— Unverified Enhancing Transformer Efficiency for Multivariate Time Series Classification Mar 28, 2022 Classification Time Series
— Unverified 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 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 TimeREISE: Time-series Randomized Evolving Input Sample Explanation Feb 16, 2022 Classification Explainable artificial intelligence
— Unverified 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 Spectral Propagation Graph Network for Few-shot Time Series Classification Feb 8, 2022 Classification Time Series
— Unverified 