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
Code Code Available 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 Primal-Attention: Self-attention through Asymmetric Kernel SVD in Primal Representation May 31, 2023 D4RL Language Modelling
Code Code Available PyPOTS: A Python Toolbox for Data Mining on Partially-Observed Time Series May 30, 2023 Anomaly Detection Classification
Code Code Available Diagnostic Spatio-temporal Transformer with Faithful Encoding May 26, 2023 Diagnostic Time Series
— Unverified Improving Position Encoding of Transformers for Multivariate Time Series Classification May 26, 2023 Anomaly Detection Position
Code Code Available Knowledge Extraction with Interval Temporal Logic Decision Trees May 26, 2023 Classification Time Series
— Unverified Generalizable Low-Resource Activity Recognition with Diverse and Discriminative Representation Learning May 25, 2023 Activity Recognition Contrastive Learning
Code Code Available 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 Appliance Detection Using Very Low-Frequency Smart Meter Time Series May 10, 2023 Meter Reading Time Series
Code Code Available 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
Code Code Available Self-supervised Activity Representation Learning with Incremental Data: An Empirical Study May 1, 2023 Classification Representation Learning
— Unverified Bake off redux: a review and experimental evaluation of recent time series classification algorithms Apr 25, 2023 Dynamic Time Warping Time Series
Code Code Available 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 Proximity Forest 2.0: A new effective and scalable similarity-based classifier for time series Apr 12, 2023 Dynamic Time Warping Time Series
Code Code Available TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification Apr 11, 2023 Classification Deep Learning
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 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 Never a Dull Moment: Distributional Properties as a Baseline for Time-Series Classification Mar 31, 2023 Classification Time Series
— Unverified Simple Contrastive Representation Learning for Time Series Forecasting Mar 31, 2023 Contrastive Learning Representation Learning
Code Code Available From Private to Public: Benchmarking GANs in the Context of Private Time Series Classification Mar 28, 2023 Benchmarking Privacy Preserving
— Unverified Pixel-wise Agricultural Image Time Series Classification: Comparisons and a Deformable Prototype-based Approach Mar 22, 2023 Earth Observation Segmentation
Code Code Available Effectively Modeling Time Series with Simple Discrete State Spaces Mar 16, 2023 State Space Models Time Series
Code Code Available Explainable AI for Time Series via Virtual Inspection Layers Mar 11, 2023 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
— Unverified Multi-task Meta Label Correction for Time Series Prediction Mar 9, 2023 Contrastive Learning Data Visualization
Code Code Available On the Soundness of XAI in Prognostics and Health Management (PHM) Mar 9, 2023 Explainable Artificial Intelligence (XAI) Management
Code Code Available Multi-Task Self-Supervised Time-Series Representation Learning Mar 2, 2023 Anomaly Detection Contrastive Learning
— Unverified Time Series as Images: Vision Transformer for Irregularly Sampled Time Series Mar 1, 2023 image-classification Image Classification
Code Code Available TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders Mar 1, 2023 Time Series Time Series Analysis
Code Code Available LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version Feb 24, 2023 Classification Decision Making
Code Code Available 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
Code Code Available FrAug: Frequency Domain Augmentation for Time Series Forecasting Feb 18, 2023 Anomaly Detection Data Augmentation
Code Code Available Excess risk bound for deep learning under weak dependence Feb 15, 2023 Deep Learning Time Series
— Unverified Enhancing Multivariate Time Series Classifiers through Self-Attention and Relative Positioning Infusion Feb 13, 2023 Time Series Time Series Analysis
Code Code Available ASTRIDE: Adaptive Symbolization for Time Series Databases Feb 8, 2023 Change Point Detection Quantization
Code Code Available Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Feb 6, 2023 Activity Recognition Classification
Code Code Available 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 Parameterizing the cost function of Dynamic Time Warping with application to time series classification Jan 24, 2023 Dynamic Time Warping Time Series
— Unverified 