Examining the Effect of Pre-training on Time Series Classification Sep 11, 2023 Time Series Time Series Classification
— Unverified TCGAN: Convolutional Generative Adversarial Network for Time Series Classification and Clustering Sep 9, 2023 Clustering Generative Adversarial Network
Code Code Available SWAP: Exploiting Second-Ranked Logits for Adversarial Attacks on Time Series Sep 6, 2023 Time Series Time Series Classification
— Unverified Evaluating Explanation Methods for Multivariate Time Series Classification Aug 29, 2023 Classification Time Series
Code Code Available Multivariate time series classification with dual attention network Aug 26, 2023 Classification Time Series
— Unverified Machine Learning-based Positioning using Multivariate Time Series Classification for Factory Environments Aug 22, 2023 Time Series Time Series Classification
— Unverified Back to Basics: A Sanity Check on Modern Time Series Classification Algorithms Aug 15, 2023 Time Series Time Series Classification
Code Code Available Probabilistic Imputation for Time-series Classification with Missing Data Aug 13, 2023 Imputation Missing Values
Code Code Available DOMINO: Domain-invariant Hyperdimensional Classification for Multi-Sensor Time Series Data Aug 7, 2023 Domain Generalization Time Series
— Unverified Automatic Feature Engineering for Time Series Classification: Evaluation and Discussion Aug 2, 2023 Descriptive Feature Engineering
— Unverified RED CoMETS: An ensemble classifier for symbolically represented multivariate time series Jul 25, 2023 Time Series Time Series Classification
Code Code Available Continuous Time Evidential Distributions for Irregular Time Series Jul 25, 2023 Irregular Time Series Time Series
Code Code Available Visual Explanations with Attributions and Counterfactuals on Time Series Classification Jul 14, 2023 Decision Making Explainable artificial intelligence
— Unverified A Deep Dive into Perturbations as Evaluation Technique for Time Series XAI Jul 11, 2023 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
Code Code Available Multivariate Time Series Classification: A Deep Learning Approach Jul 5, 2023 Classification Deep Learning
— Unverified Generalized Time Warping Invariant Dictionary Learning for Time Series Classification and Clustering Jun 30, 2023 Classification Clustering
— Unverified Higher-order Motif-based Time Series Classification for Forced Oscillation Source Location in Power Grids Jun 23, 2023 Time Series Time Series Classification
— Unverified Convolutional and Deep Learning based techniques for Time Series Ordinal Classification Jun 16, 2023 Benchmarking Ordinal Classification
— Unverified Robust Explainer Recommendation for Time Series Classification Jun 8, 2023 Activity Recognition Classification
Code Code Available MTS2Graph: Interpretable Multivariate Time Series Classification with Temporal Evolving Graphs Jun 6, 2023 Graph Embedding Time Series
— Unverified Knowledge Extraction with Interval Temporal Logic Decision Trees May 26, 2023 Classification Time Series
— Unverified Diagnostic Spatio-temporal Transformer with Faithful Encoding May 26, 2023 Diagnostic Time Series
— Unverified Generalizable Low-Resource Activity Recognition with Diverse and Discriminative Representation Learning May 25, 2023 Activity Recognition Contrastive Learning
— Unverified A hybrid feature learning approach based on convolutional kernels for ATM fault prediction using event-log data May 17, 2023 Scheduling Time Series Classification
Code Code Available A Dictionary-based approach to Time Series Ordinal Classification May 16, 2023 Classification Ordinal Classification
— Unverified An ensemble of convolution-based methods for fault detection using vibration signals May 5, 2023 Fault Detection Time Series
— Unverified Unsupervised Feature Based Algorithms for Time Series Extrinsic Regression May 2, 2023 regression Time Series
— Unverified Self-supervised Activity Representation Learning with Incremental Data: An Empirical Study May 1, 2023 Classification Representation Learning
— Unverified On the Soundness of XAI in Prognostics and Health Management (PHM) Apr 24, 2023 Explainable Artificial Intelligence (XAI) Management
Code Code Available Time Series Classification for Detecting Parkinson's Disease from Wrist Motions Apr 21, 2023 Time Series Time Series Classification
Code Code Available Embarrassingly Simple MixUp for Time-series Apr 9, 2023 Data Augmentation Time Series
— Unverified Astronomical image time series classification using CONVolutional attENTION (ConvEntion) Apr 3, 2023 Classification Time Series
Code Code Available Never a Dull Moment: Distributional Properties as a Baseline for Time-Series Classification Mar 31, 2023 Classification Time Series
— Unverified Neural Network Entropy (NNetEn): Entropy-Based EEG Signal and Chaotic Time Series Classification, Python Package for NNetEn Calculation Mar 31, 2023 Classification EEG
Code Code Available From Private to Public: Benchmarking GANs in the Context of Private Time Series Classification Mar 28, 2023 Benchmarking Privacy Preserving
— Unverified Explainable AI for Time Series via Virtual Inspection Layers Mar 11, 2023 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
— Unverified On the Soundness of XAI in Prognostics and Health Management (PHM) Mar 9, 2023 Explainable Artificial Intelligence (XAI) Management
Code Code Available Multi-task Meta Label Correction for Time Series Prediction Mar 9, 2023 Contrastive Learning Data Visualization
Code Code Available Multi-Task Self-Supervised Time-Series Representation Learning Mar 2, 2023 Anomaly Detection Contrastive Learning
— Unverified Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles Feb 22, 2023 Bayesian Optimization Diversity
— Unverified FedST: Secure Federated Shapelet Transformation for Time Series Classification Feb 21, 2023 Classification Federated Learning
— Unverified FormerTime: Hierarchical Multi-Scale Representations for Multivariate Time Series Classification Feb 20, 2023 Time Series Time Series Analysis
— Unverified Excess risk bound for deep learning under weak dependence Feb 15, 2023 Deep Learning Time Series
— Unverified Deep learning for ψ-weakly dependent processes Feb 1, 2023 Deep Learning Time Series
— Unverified Benchmarking optimality of time series classification methods in distinguishing diffusions Jan 30, 2023 Benchmarking Gaussian Processes
Code Code Available Neuronal architecture extracts statistical temporal patterns Jan 24, 2023 Time Series Time Series Analysis
Code Code Available Parameterizing the cost function of Dynamic Time Warping with application to time series classification Jan 24, 2023 Dynamic Time Warping Time Series
— Unverified 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 