On the Soundness of XAI in Prognostics and Health Management (PHM) Mar 9, 2023 Explainable Artificial Intelligence (XAI) Management
Code Code Available 5 On the Feasibility of Vision-Language Models for Time-Series Classification Dec 23, 2024 Time Series Time Series Classification
Code Code Available 5 Elastic Similarity and Distance Measures for Multivariate Time Series Feb 20, 2021 Classification Dynamic Time Warping
Code Code Available 5 Elastic bands across the path: A new framework and methods to lower bound DTW Aug 29, 2018 Clustering Dynamic Time Warping
Code Code Available 5 On the importance of structural identifiability for machine learning with partially observed dynamical systems Feb 6, 2025 Time Series Time Series Classification
Code Code Available 5 On the Soundness of XAI in Prognostics and Health Management (PHM) Apr 24, 2023 Explainable Artificial Intelligence (XAI) Management
Code Code Available 5 Spikebench: An open benchmark for spike train time-series classification Oct 9, 2018 Feature Engineering Time Series
Code Code Available 5 Multivariate Time Series Classification with WEASEL+MUSE Nov 30, 2017 Classification feature selection
Code Code Available 5 Nonlinear Time Series Classification Using Bispectrum-based Deep Convolutional Neural Networks Mar 4, 2020 General Classification Time Series
Code Code Available 5 Empirical Study of Mix-based Data Augmentation Methods in Physiological Time Series Data Sep 18, 2023 Data Augmentation Time Series
Code Code Available 5 Castor: Competing shapelets for fast and accurate time series classification Mar 19, 2024 Time Series Time Series Classification
Code Code Available 5 ENCASE: An ENsemble ClASsifiEr for ECG classification using expert features and deep neural networks Sep 24, 2017 Arrhythmia Detection Classification
Code Code Available 5 Efficient Hierarchical Contrastive Self-supervising Learning for Time Series Classification via Importance-aware Resolution Selection Feb 14, 2025 Contrastive Learning Self-Supervised Learning
Code Code Available 5 Multivariate Functional Linear Discriminant Analysis for the Classification of Short Time Series with Missing Data Feb 20, 2024 Dimensionality Reduction Missing Values
Code Code Available 5 Multiscale Dubuc: A New Similarity Measure for Time Series Nov 15, 2024 Dynamic Time Warping Object Recognition
Code Code Available 5 Adversarial Attacks on Deep Neural Networks for Time Series Classification Mar 17, 2019 Activity Recognition Adversarial Attack
Code Code Available 5 Multi-SpaCE: Multi-Objective Subsequence-based Sparse Counterfactual Explanations for Multivariate Time Series Classification Dec 14, 2024 counterfactual Counterfactual Explanation
Code Code Available 5 Multivariate Time Series Classification using Dilated Convolutional Neural Network May 5, 2019 Activity Recognition Classification
Code Code Available 5 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 5 Multilevel Wavelet Decomposition Network for Interpretable Time Series Analysis Jun 23, 2018 Deep Learning General Classification
Code Code Available 5 Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices Dec 1, 2018 General Classification Multiple Instance Learning
Code Code Available 5 Benchmarking time series classification -- Functional data vs machine learning approaches Nov 18, 2019 Additive models Benchmarking
Code Code Available 5 Benchmarking optimality of time series classification methods in distinguishing diffusions Jan 30, 2023 Benchmarking Gaussian Processes
Code Code Available 5 Multi-Scale Convolutional Neural Networks for Time Series Classification Mar 22, 2016 Classification Dynamic Time Warping
Code Code Available 5 Neuronal architecture extracts statistical temporal patterns Jan 24, 2023 Time Series Time Series Analysis
Code Code Available 5 Precision and Recall for Time Series Mar 8, 2018 Anomaly Detection General Classification
Code Code Available 5 Semi-unsupervised Learning for Time Series Classification Jul 7, 2022 Classification Time Series
Code Code Available 5 Probabilistic Spatial Transformer Networks Apr 7, 2020 Data Augmentation Time Series
Code Code Available 5 Benchmarking Graph Representations and Graph Neural Networks for Multivariate Time Series Classification Jan 14, 2025 Benchmarking Graph Representation Learning
Code Code Available 5 DTW-Merge: A Novel Data Augmentation Technique for Time Series Classification Mar 1, 2021 Data Augmentation Dynamic Time Warping
Code Code Available 5 M-CELS: Counterfactual Explanation for Multivariate Time Series Data Guided by Learned Saliency Maps Nov 4, 2024 Classification counterfactual
Code Code Available 5 An Empirical Evaluation of Multivariate Time Series Classification with Input Transformation across Different Dimensions Oct 14, 2022 Data Augmentation Time Series
Code Code Available 5 Multi-task Meta Label Correction for Time Series Prediction Mar 9, 2023 Contrastive Learning Data Visualization
Code Code Available 5 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 5 Back to Basics: A Sanity Check on Modern Time Series Classification Algorithms Aug 15, 2023 Time Series Time Series Classification
Code Code Available 5 Distributed and parallel time series feature extraction for industrial big data applications Oct 25, 2016 Binary Classification Classification
Code Code Available 5 RED CoMETS: An ensemble classifier for symbolically represented multivariate time series Jul 25, 2023 Time Series Time Series Classification
Code Code Available 5 Exploring Kolmogorov-Arnold Networks for Interpretable Time Series Classification Nov 22, 2024 Classification Computational Efficiency
Code Code Available 5 Low Dimensional Convolutional Neural Network For Solar Flares GOES Time Series Classification Jan 29, 2021 General Classification Time Series
Code Code Available 5 Extracting Relationships by Multi-Domain Matching Dec 1, 2018 Domain Adaptation Time Series
Code Code Available 5 Classification of Time-Series Images Using Deep Convolutional Neural Networks Oct 2, 2017 Classification General Classification
Code Code Available 5 Lightweight Defense Against Adversarial Attacks in Time Series Classification May 4, 2025 Adversarial Defense Data Augmentation
Code Code Available 5 MIA-Prognosis: A Deep Learning Framework to Predict Therapy Response Oct 8, 2020 Deep Learning Prognosis
Code Code Available 5 Learnable Path in Neural Controlled Differential Equations Jan 11, 2023 Decoder Irregular Time Series
Code Code Available 5 Fast classification of small X-ray diffraction datasets using data augmentation and deep neural networks May 17, 2019 BIG-bench Machine Learning Data Augmentation
Code Code Available 5 FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network Jan 8, 2019 Action Classification Language Modelling
Code Code Available 5 Learning filter widths of spectral decompositions with wavelets Dec 1, 2018 Time Series Time Series Analysis
Code Code Available 5 Learnable Dynamic Temporal Pooling for Time Series Classification Apr 2, 2021 Classification Dynamic Time Warping
Code Code Available 5 LAMPER: LanguAge Model and Prompt EngineeRing for zero-shot time series classification Mar 23, 2024 Language Modeling Language Modelling
Code Code Available 5 Introducing the Attribution Stability Indicator: a Measure for Time Series XAI Attributions Oct 6, 2023 Time Series Time Series Classification
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