time series analysis

Large Pre-trained time series models for cross-domain Time series analysis tasks NeurIPS 2024 ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis ICLR 2024 Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis NeurIPS 2024 Pharmacokinetics-Informed Neural Network for Predicting Opioid Administration Moments with Wearable Sensors AAAI 2024 Position: What Can Large Language Models Tell Us about Time Series Analysis ICML 2024 Segment, Shuffle, and Stitch: A Simple Layer for Improving Time-Series Representations NeurIPS 2024 Self-Supervised Framework Based on Subject-Wise Clustering for Human Subject Time Series Data AAAI 2024 Shape analysis for time series NeurIPS 2024 SocioDojo: Building Lifelong Analytical Agents with Real-world Text and Time Series ICLR 2024 SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion NeurIPS 2024 Sparse Graphical Linear Dynamical Systems JMLR 2024 StockMixer: A Simple Yet Strong MLP-Based Architecture for Stock Price Forecasting AAAI 2024 Streamflow Prediction with Uncertainty Quantification for Water Management: A Constrained Reasoning and Learning Approach IJCAI 2024 The Merit of River Network Topology for Neural Flood Forecasting ICML 2024 The Multimodal Universe: Enabling Large-Scale Machine Learning with 100 TB of Astronomical Scientific Data NeurIPS 2024 Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis NeurIPS 2024 Topological Analysis for Detecting Anomalies in dependent sequences: application to Time Series JMLR 2024 Towards the Disappearing Truth: Fine-Grained Joint Causal Influences Learning with Hidden Variable-Driven Causal Hypergraphs in Time Series AAAI 2024 Towards Understanding Evolving Patterns in Sequential Data NeurIPS 2024 Validation, Robustness, and Accuracy of Perturbation-Based Sensitivity Analysis Methods for Time-Series Deep Learning Models AAAI 2024 A Multi-Task Gaussian Process Model for Inferring Time-Varying Treatment Effects in Panel Data AISTATS 2023 Attentive Transfer Entropy to Exploit Transient Emergence of Coupling Effect NeurIPS 2023 Computationally Assisted Quality Control for Public Health Data Streams IJCAI 2023 Early Discovery of Disappearing Entities in Microblogs ACL 2023 eCDANs: Efficient Temporal Causal Discovery from Autocorrelated and Non-stationary Data (Student Abstract) AAAI 2023