FRUITS: Feature Extraction Using Iterated Sums for Time Series Classification Nov 24, 2023 Time Series Time Series Classification
Code Code Available Finding Foundation Models for Time Series Classification with a PreText Task Nov 24, 2023 Time Series Time Series Classification
Code Code Available Improving performance of heart rate time series classification by grouping subjects Nov 22, 2023 Classification General Classification
— Unverified Image Transformation for IoT Time-Series Data: A Review Nov 21, 2023 Time Series Time Series Classification
— Unverified Large Pre-trained time series models for cross-domain Time series analysis tasks Nov 19, 2023 Self-Supervised Learning Time Series
Code Code Available Inherently Interpretable Time Series Classification via Multiple Instance Learning Nov 16, 2023 Decision Making Multiple Instance Learning
Code Code Available Few-shot Learning using Data Augmentation and Time-Frequency Transformation for Time Series Classification Nov 6, 2023 Data Augmentation Few-Shot Learning
— Unverified Temporal Treasure Hunt: Content-based Time Series Retrieval System for Discovering Insights Nov 5, 2023 Retrieval Time Series
— Unverified Ego-Network Transformer for Subsequence Classification in Time Series Data Nov 5, 2023 Time Series Time Series Classification
— Unverified Few-shot time-series anomaly detection with unsupervised domain adaptation Nov 1, 2023 Anomaly Detection Domain Adaptation
— Unverified What User Behaviors Make the Differences During the Process of Visual Analytics? Nov 1, 2023 Time Series Time Series Classification
— Unverified A Deep Convolutional Neural Network for Time Series Classification with Intermediate Targets Oct 28, 2023 Time Series Time Series Classification
Code Code Available MicroNAS: Memory and Latency Constrained Hardware-Aware Neural Architecture Search for Time Series Classification on Microcontrollers Oct 27, 2023 Hardware Aware Neural Architecture Search Neural Architecture Search
— Unverified Optimizing IoT-Based Asset and Utilization Tracking: Efficient Activity Classification with MiniRocket on Resource-Constrained Devices Oct 23, 2023 Time Series Classification
— Unverified XTSC-Bench: Quantitative Benchmarking for Explainers on Time Series Classification Oct 23, 2023 Benchmarking Time Series
Code Code Available Gaussian processes based data augmentation and expected signature for time series classification Oct 16, 2023 Data Augmentation Gaussian Processes
— Unverified Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey Oct 16, 2023 Articles Classification
— Unverified Semi-Supervised End-To-End Contrastive Learning For Time Series Classification Oct 13, 2023 Classification Contrastive Learning
— Unverified Quantum-Enhanced Forecasting: Leveraging Quantum Gramian Angular Field and CNNs for Stock Return Predictions Oct 11, 2023 Time Series Time Series Classification
— Unverified Temporal Convolutional Explorer Helps Understand 1D-CNN's Learning Behavior in Time Series Classification from Frequency Domain Oct 9, 2023 Time Series Time Series Classification
Code Code Available Introducing the Attribution Stability Indicator: a Measure for Time Series XAI Attributions Oct 6, 2023 Time Series Time Series Classification
Code Code Available Multitask Learning for Time Series Data with 2D Convolution Oct 5, 2023 Dynamic Time Warping Recommendation Systems
— Unverified Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms Oct 4, 2023 Time Series Time Series Classification
— Unverified Beyond Gut Feel: Using Time Series Transformers to Find Investment Gems Sep 28, 2023 Data Augmentation Decision Making
— Unverified Early Churn Prediction from Large Scale User-Product Interaction Time Series Sep 25, 2023 Feature Engineering Prediction
— Unverified Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels Sep 25, 2023 Anomaly Detection Computational Efficiency
Code Code Available Diffeomorphic Transformations for Time Series Analysis: An Efficient Approach to Nonlinear Warping Sep 25, 2023 Clustering Dynamic Time Warping
— Unverified Generating Hierarchical Structures for Improved Time Series Classification Using Stochastic Splitting Functions Sep 21, 2023 Classification Time Series
— Unverified Parallelizing non-linear sequential models over the sequence length Sep 21, 2023 GPU Time Series
Code Code Available Generative Pre-Training of Time-Series Data for Unsupervised Fault Detection in Semiconductor Manufacturing Sep 20, 2023 Anomaly Detection Fault Detection
— Unverified Empirical Study of Mix-based Data Augmentation Methods in Physiological Time Series Data Sep 18, 2023 Data Augmentation Time Series
Code Code Available POCKET: Pruning Random Convolution Kernels for Time Series Classification from a Feature Selection Perspective Sep 15, 2023 Evolutionary Algorithms feature selection
Code Code Available Deep Attentive Time Warping Sep 13, 2023 Dynamic Time Warping Metric Learning
Code Code Available MCNS: Mining Causal Natural Structures Inside Time Series via A Novel Internal Causality Scheme Sep 13, 2023 Causal Inference Time Series
— Unverified Examining the Effect of Pre-training on Time Series Classification Sep 11, 2023 Time Series Time Series Classification
— Unverified Graph-Aware Contrasting for Multivariate Time-Series Classification Sep 11, 2023 Classification Contrastive Learning
Code Code Available 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 QUANT: A Minimalist Interval Method for Time Series Classification Aug 2, 2023 Classification CPU
Code Code Available Enhancing Representation Learning for Periodic Time Series with Floss: A Frequency Domain Regularization Approach Aug 2, 2023 Anomaly Detection Deep Learning
Code Code Available Continuous Time Evidential Distributions for Irregular Time Series Jul 25, 2023 Irregular Time Series Time Series
Code Code Available RED CoMETS: An ensemble classifier for symbolically represented multivariate time series Jul 25, 2023 Time Series Time Series Classification
Code Code Available Visual Explanations with Attributions and Counterfactuals on Time Series Classification Jul 14, 2023 Decision Making Explainable artificial intelligence
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