XEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classification May 7, 2020 BIG-bench Machine Learning General Classification
Code Code Available Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher Apr 19, 2020 Data Augmentation Dynamic Time Warping
Code Code Available On the performance of deep learning models for time series classification in streaming Mar 5, 2020 General Classification Time Series
Code Code Available Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification Feb 24, 2020 General Classification Time Series
Code Code Available Source Model Selection for Deep Learning in the Time Series Domain Jan 3, 2020 Model Selection Time Series
Code Code Available InceptionTime: Finding AlexNet for Time Series Classification Sep 11, 2019 Deep Learning General Classification
Code Code Available Latent ODEs for Irregularly-Sampled Time Series Jul 8, 2019 Multivariate Time Series Forecasting Multivariate Time Series Imputation
Code Code Available Adversarial Attacks on Time Series Feb 27, 2019 Classification Dynamic Time Warping
Code Code Available Insights into LSTM Fully Convolutional Networks for Time Series Classification Feb 27, 2019 Classification General Classification
Code Code Available catch22: CAnonical Time-series CHaracteristics Jan 29, 2019 Classification Clustering
Code Code Available Transfer learning for time series classification Nov 5, 2018 Classification Dynamic Time Warping
Code Code Available Proximity Forest: An effective and scalable distance-based classifier for time series Aug 31, 2018 Attribute Earth Observation
Code Code Available Interpretable Time Series Classification using All-Subsequence Learning and Symbolic Representations in Time and Frequency Domains Aug 12, 2018 All Classification
Code Code Available Multivariate LSTM-FCNs for Time Series Classification Jan 14, 2018 Action Recognition Activity Recognition
Code Code Available LSTM Fully Convolutional Networks for Time Series Classification Sep 8, 2017 General Classification Outlier Detection
Code Code Available Recurrent Neural Networks for Multivariate Time Series with Missing Values Jun 6, 2016 Imputation Missing Values
Code Code Available Imaging Time-Series to Improve Classification and Imputation Jun 1, 2015 Classification General Classification
Code Code Available Highly comparative time-series analysis: The empirical structure of time series and their methods Apr 3, 2013 Time Series Time Series Analysis
Code Code Available STACT-Time: Spatio-Temporal Cross Attention for Cine Thyroid Ultrasound Time Series Classification Jun 22, 2025 Time Series Time Series Classification
— Unverified MORIC: CSI Delay-Doppler Decomposition for Robust Wi-Fi-based Human Activity Recognition Jun 15, 2025 Activity Recognition Human Activity Recognition
— Unverified Time Series Representations for Classification Lie Hidden in Pretrained Vision Transformers Jun 10, 2025 Time Series Time Series Classification
— Unverified Channel-Imposed Fusion: A Simple yet Effective Method for Medical Time Series Classification May 31, 2025 Classification EEG
— Unverified From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? May 29, 2025 Time Series Time Series Analysis
— Unverified DeepConvContext: A Multi-Scale Approach to Timeseries Classification in Human Activity Recognition May 27, 2025 Action Localization Activity Recognition
Code Code Available QSVM-QNN: Quantum Support Vector Machine Based Quantum Neural Network Learning Algorithm for Brain-Computer Interfacing Systems May 20, 2025 Brain Computer Interface EEG
— Unverified Implet: A Post-hoc Subsequence Explainer for Time Series Models May 13, 2025 Time Series Time Series Classification
Code Code Available Evaluating Simplification Algorithms for Interpretability of Time Series Classification May 13, 2025 Time Series Time Series Classification
— Unverified Learning Advanced Self-Attention for Linear Transformers in the Singular Value Domain May 13, 2025 Time Series Classification
— Unverified FIC-TSC: Learning Time Series Classification with Fisher Information Constraint May 9, 2025 Classification Time Series
— Unverified An Efficient Transport-Based Dissimilarity Measure for Time Series Classification under Warping Distortions May 8, 2025 Classification Dynamic Time Warping
— Unverified Lightweight Defense Against Adversarial Attacks in Time Series Classification May 4, 2025 Adversarial Defense Data Augmentation
Code Code Available Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments May 3, 2025 Contrastive Learning Time Series
— Unverified On Multivariate Financial Time Series Classification Apr 24, 2025 Classification Time Series
— Unverified Learning Compositional Transferability of Time Series for Source-Free Domain Adaptation Apr 21, 2025 Domain Adaptation Source-Free Domain Adaptation
— Unverified IdentiARAT: Toward Automated Identification of Individual ARAT Items from Wearable Sensors Apr 17, 2025 Classification Time Series Classification
— Unverified ALT: A Python Package for Lightweight Feature Representation in Time Series Classification Apr 17, 2025 Benchmarking Time Series
— Unverified Hardware-Friendly Delayed-Feedback Reservoir for Multivariate Time-Series Classification Apr 16, 2025 Edge-computing Time Series
— Unverified AimTS: Augmented Series and Image Contrastive Learning for Time Series Classification Apr 14, 2025 Contrastive Learning Few-Shot Learning
— Unverified Interval-Valued Time Series Classification Using D_K-Distance Apr 7, 2025 Classification Econometrics
— Unverified CATS: Mitigating Correlation Shift for Multivariate Time Series Classification Apr 5, 2025 Domain Adaptation Graph Attention
— Unverified Adaptive Classification of Interval-Valued Time Series Apr 4, 2025 Classification Econometrics
— Unverified CLaP -- State Detection from Time Series Apr 2, 2025 Time Series Time Series Classification
Code Code Available Revisit Time Series Classification Benchmark: The Impact of Temporal Information for Classification Mar 26, 2025 Classification Time Series
Code Code Available Sparseformer: a Transferable Transformer with Multi-granularity Token Sparsification for Medical Time Series Classification Mar 19, 2025 Diagnostic Few-Shot Learning
— Unverified Revisiting Backdoor Attacks on Time Series Classification in the Frequency Domain Mar 12, 2025 Time Series Time Series Classification
— Unverified ReLATE: Resilient Learner Selection for Multivariate Time-Series Classification Against Adversarial Attacks Mar 10, 2025 Adversarial Attack Deep Learning
— Unverified Hardware-Accelerated Event-Graph Neural Networks for Low-Latency Time-Series Classification on SoC FPGA Mar 9, 2025 Graph Neural Network Time Series
— Unverified Class-Dependent Perturbation Effects in Evaluating Time Series Attributions Feb 24, 2025 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
Code Code Available Random Projections and Natural Sparsity in Time-Series Classification: A Theoretical Analysis Feb 24, 2025 Activity Recognition compressed sensing
— Unverified Time Series Domain Adaptation via Latent Invariant Causal Mechanism Feb 23, 2025 Domain Adaptation Time Series
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