Parameterizing the cost function of Dynamic Time Warping with application to time series classification Jan 24, 2023 Dynamic Time Warping Time Series
— Unverified WEASEL 2.0 -- A Random Dilated Dictionary Transform for Fast, Accurate and Memory Constrained Time Series Classification Jan 24, 2023 Time Series Time Series Analysis
Code Code Available Interpretable Classification of Early Stage Parkinson's Disease from EEG Jan 20, 2023 Classification EEG
— Unverified LB-SimTSC: An Efficient Similarity-Aware Graph Neural Network for Semi-Supervised Time Series Classification Jan 12, 2023 Classification Dynamic Time Warping
— Unverified Learnable Path in Neural Controlled Differential Equations Jan 11, 2023 Decoder Irregular Time Series
Code Code Available Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Dec 19, 2022 Time Series Time Series Analysis
Code Code Available POPNASv3: a Pareto-Optimal Neural Architecture Search Solution for Image and Time Series Classification Dec 13, 2022 AutoML Neural Architecture Search
— Unverified Phase2vec: Dynamical systems embedding with a physics-informed convolutional network Dec 7, 2022 Time Series Time Series Analysis
Code Code Available Deep Learning Architectures for FSCV, a Comparison Dec 5, 2022 Deep Learning Time Series
Code Code Available 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 Finding active galactic nuclei through Fink Nov 20, 2022 Active Learning Binary Classification
Code Code Available 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
Code Code Available TSFool: Crafting Highly-Imperceptible Adversarial Time Series through Multi-Objective Attack Sep 14, 2022 Adversarial Attack global-optimization
Code Code Available 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 Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification Aug 13, 2022 Contrastive Learning Data Augmentation
Code Code Available Feature-Based Time-Series Analysis in R using the theft Package Aug 12, 2022 Data Visualization Time Series
Code Code Available TSInterpret: A unified framework for time series interpretability Aug 10, 2022 Interpretable Machine Learning Time Series
Code Code Available Benchmark time series data sets for PyTorch -- the torchtime package Jul 25, 2022 Time Series Time Series Analysis
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 Transfer learning for time series classification using synthetic data generation Jul 16, 2022 Classification regression
Code Code Available Rethinking Attention Mechanism in Time Series Classification Jul 14, 2022 Classification Knowledge Distillation
— Unverified A semi-supervised methodology for fishing activity detection using the geometry behind the trajectory of multiple vessels Jul 12, 2022 Action Detection Activity Detection
Code Code Available 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 Smart Data Collection System for Brownfield CNC Milling Machines: A New Benchmark Dataset for Data-Driven Machine Monitoring Jun 29, 2022 BIG-bench Machine Learning Philosophy
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 Scalable Classifier-Agnostic Channel Selection for Multivariate Time Series Classification Jun 18, 2022 channel selection Time Series
Code Code Available 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 Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules Jun 3, 2022 Time Series Time Series Analysis
Code Code Available 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 