SMORE: Similarity-based Hyperdimensional Domain Adaptation for Multi-Sensor Time Series Classification Feb 20, 2024 Domain Adaptation Time Series
— Unverified Right on Time: Revising Time Series Models by Constraining their Explanations Feb 20, 2024 Time Series Time Series Classification
Code Code Available 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 Towards Financially Inclusive Credit Products Through Financial Time Series Clustering Feb 16, 2024 Clustering Time Series
— Unverified Enhancing Sequential Model Performance with Squared Sigmoid TanH (SST) Activation Under Data Constraints Feb 14, 2024 Sign Language Recognition Time Series
— Unverified Time-Series Classification for Dynamic Strategies in Multi-Step Forecasting Feb 13, 2024 Time Series Time Series Classification
— Unverified Learning under Temporal Label Noise Feb 6, 2024 Time Series Time Series Classification
— Unverified Phase-driven Domain Generalizable Learning for Nonstationary Time Series Feb 5, 2024 Activity Recognition Gesture Recognition
— Unverified Understanding Time Series Anomaly State Detection through One-Class Classification Feb 3, 2024 Anomaly Detection One-Class Classification
— Unverified Shapelet-based Model-agnostic Counterfactual Local Explanations for Time Series Classification Feb 2, 2024 Classification counterfactual
— Unverified Rank Supervised Contrastive Learning for Time Series Classification Jan 31, 2024 Classification Contrastive Learning
— Unverified Classification of Volatile Organic Compounds by Differential Mobility Spectrometry Based on Continuity of Alpha Curves Jan 13, 2024 Classification Time Series Classification
— Unverified Connect Later: Improving Fine-tuning for Robustness with Targeted Augmentations Jan 8, 2024 Contrastive Learning Domain Adaptation
Code Code Available Spatial-Temporal DAG Convolutional Networks for End-to-End Joint Effective Connectivity Learning and Resting-State fMRI Classification Dec 16, 2023 Time Series Time Series Classification
— Unverified Operator-learning-inspired Modeling of Neural Ordinary Differential Equations Dec 16, 2023 image-classification Image Classification
— Unverified ChemTime: Rapid and Early Classification for Multivariate Time Series Classification of Chemical Sensors Dec 15, 2023 Benchmarking Classification
— Unverified Enhanced Spatio- Temporal Image Encoding for Online Human Activity Recognition Dec 15, 2023 Activity Recognition Human Activity Recognition
Code Code Available Self-supervised Machine Learning Based Approach to Orbit Modelling Applied to Space Traffic Management Dec 11, 2023 Management Time Series
— Unverified Fast Classification of Large Time Series Datasets Dec 10, 2023 Classification Time Series
— Unverified Virtual Fusion with Contrastive Learning for Single Sensor-based Activity Recognition Dec 1, 2023 Activity Recognition Contrastive Learning
— Unverified A Bag of Receptive Fields for Time Series Extrinsic Predictions Nov 29, 2023 Missing Values regression
— Unverified XAI for time-series classification leveraging image highlight methods Nov 28, 2023 Time Series Time Series Classification
— Unverified Deep Learning for Time Series Classification of Parkinson's Disease Eye Tracking Data Nov 28, 2023 Time Series Time Series Classification
— Unverified 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 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 What User Behaviors Make the Differences During the Process of Visual Analytics? Nov 1, 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 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 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 Diffeomorphic Transformations for Time Series Analysis: An Efficient Approach to Nonlinear Warping Sep 25, 2023 Clustering Dynamic Time Warping
— Unverified Early Churn Prediction from Large Scale User-Product Interaction Time Series Sep 25, 2023 Feature Engineering Prediction
— Unverified Generating Hierarchical Structures for Improved Time Series Classification Using Stochastic Splitting Functions Sep 21, 2023 Classification Time Series
— Unverified 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 MCNS: Mining Causal Natural Structures Inside Time Series via A Novel Internal Causality Scheme Sep 13, 2023 Causal Inference Time Series
— Unverified 