MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation

International Conference on Information and Knowledge Management (CIKM), 2024

11 August 2024

Jianping Zhou

Junhao Li

Guanjie Zheng

Xinbing Wang

Chenghu Zhou

ArXiv (abs)PDF HTML Github (23★)

Papers citing "MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation"

7 / 7 papers shown

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Semantically-Guided Inference for Conditional Diffusion Models: Enhancing Covariate Consistency in Time Series Forecasting

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Hallucination Detection and Mitigation with Diffusion in Multi-Variate Time-Series Foundation Models

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Boundary-enhanced time series data imputation with long-term dependency diffusion modelsKnowledge-Based Systems (KBS), 2024

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MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data

Guanjie Zheng

Chenghu Zhou

240

05 Jun 2024

Deep Learning for Multivariate Time Series Imputation: A SurveyInternational Joint Conference on Artificial Intelligence (IJCAI), 2024

452

06 Feb 2024