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Time Series Analysis

832 papers

Papers per year

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64
107
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Papers

Combining Machine Learning and Queueing Theory for Data-Driven Incarceration-Diversion Program Management AAAI 2024
AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data AAAI 2024
Attention-Based Models for Snow-Water Equivalent Prediction AAAI 2024
Temporal Dependencies and Spatio-Temporal Patterns of Time Series Models AAAI 2024
Kepler Light Curve Classification Using Deep Learning and Markov Transition Field (Student Abstract) AAAI 2024
Sequential Modeling of Complex Marine Navigation: Case Study on a Passenger Vessel (Student Abstract) AAAI 2024
Spatial-Temporal Augmentation for Crime Prediction (Student Abstract) AAAI 2024
Disentanglement-Guided Spatial-Temporal Graph Neural Network for Metro Flow Forecasting (Student Abstract) AAAI 2024
Multi-Scale Dynamic Graph Learning for Time Series Anomaly Detection (Student Abstract) AAAI 2024
Multivariate Time-Series Imagification with Time Embedding in Constrained Environments (Student Abstract) AAAI 2024
THGFormer: Time-Aware Hypergraph Learning for Multimodal Social Media Popularity Prediction (Student Abstract) AAAI 2024
EasyTS: The Express Lane to Long Time Series Forecasting AAAI 2024
LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting ACL 2024
Better Batch for Deep Probabilistic Time Series Forecasting AISTATS 2024
An Online Bootstrap for Time Series AISTATS 2024
Adaptive Discretization for Event PredicTion (ADEPT) AISTATS 2024
Multivariate Time Series Forecasting By Graph Attention Networks With Theoretical Guarantees AISTATS 2024
Unsupervised Change Point Detection in Multivariate Time Series AISTATS 2024
SADI: Similarity-Aware Diffusion Model-Based Imputation for Incomplete Temporal EHR Data AISTATS 2024
Multi-resolution Time-Series Transformer for Long-term Forecasting AISTATS 2024
Mixture-of-Linear-Experts for Long-term Time Series Forecasting AISTATS 2024
Zero-shot Event Detection Using a Textual Entailment Model as an Enhanced Annotator COLING 2024
Speech Rate and Salient Syllables Position in Spontaneous Speech of Children with Autism Spectrum Disorder COLING 2024
Bilateral Event Mining and Complementary for Event Stream Super-Resolution CVPR 2024
Using Daily Language to Understand Drinking: Multi-Level Longitudinal Differential Language Analysis EACL 2024