A Survey of Deep Anomaly Detection in Multivariate Time Series: Taxonomy, Applications, and Directions by Fengling Wang, Yiyue Jiang, Rongjie Zhang, Aimin Wei, Jingming Xie, Xiongwen Pang

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Road traffic crashes trends of severity and injuries in Osun state, Nigeria by Abayomi Afolayan, Adewole Oladele, Samson Olopade, Taiwo Adeoye

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Anomaly detection model for multivariate time series based on stochastic Transformer by Weigang HUO, Rui LIANG, Yonghua LI

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A novel multivariate time series dataset of outdoor sport activities by Matarmaa Jarno

Subjects: “…Multivariate time series…”
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Probabilistic forecasting of renewable energy and electricity demand using Graph-based Denoising Diffusion Probabilistic Model by Amir Miraki, Pekka Parviainen, Reza Arghandeh

Subjects: “…Multivariate time series…”
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QAR Data Imputation Using Generative Adversarial Network with Self-Attention Mechanism by Jingqi Zhao, Chuitian Rong, Xin Dang, Huabo Sun

Subjects: “…multivariate time series…”
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Unsupervised dimensionality reduction method for multivariate time series based on global and local scatter by Zhengxin LI, Gang HU, Fengming ZHANG, Xiaofeng ZHANG, Yongmei ZHAO

Subjects: “…multivariate time series…”
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Multivariate Time Series Clustering with State Space Dynamical Modeling and Grassmann Manifold Learning: A Systematic Review on Human Motion Data by Sebin Heo, Andrew Beng Jin Teoh, Sunjin Yu, Beom-Seok Oh

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Decomposition-Aware Framework for Probabilistic and Flexible Time Series Forecasting in Aerospace Electronic Systems by Yuanhong Mao, Xin Hu, Yulang Xu, Yilin Zhang, Yunan Li, Zixiang Lu, Qiguang Miao

Subjects: “…multivariate time series forecasting…”
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Reconstruction and Prediction of Chaotic Time Series with Missing Data: Leveraging Dynamical Correlations Between Variables by Jingchan Lv, Hongcun Mao, Yu Wang, Zhihai Yao

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High-Precision prediction of curling trajectory multivariate time series using the novel CasLSTM approach by Yanan Guo, Jing Jin, Hongyang Zhao, Yu Jiang, Dandan Li, Yi Shen

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SambaMixer: State of Health Prediction of Li-Ion Batteries Using Mamba State Space Models by Jose Ignacio Olalde-Verano, Sascha Kirch, Clara Perez-Molina, Sergio Martin

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Cloud-Integrated Meteorological Parameter Prediction by Leveraging Multivariate Statistical Time Series and GANs by Archana Rout, Biswa Ranjan Senapati, Debahuti Mishra

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Multi-step multivariate forecasting of transmission power in NPPs using operational and meteorological data by Jaeseok Yoo, Young-jin Oh, Nam-hyun Kim, Soo-ill Lee, Jaepil Ko

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A two-level resolution neural network with enhanced interpretability for freeway traffic forecasting by Semin Kwak, Danya Li, Nikolas Geroliminis

Subjects: “…Multivariate time-series forecasting…”
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An End-to-End Brain Computer Interface System for Mental Workload Estimation through Hybrid Deep Learning Model by Vipul Sharma, Mitul Kumar Ahirwal

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