Post Constraint and Correction: A Plug-and-Play Module for Boosting the Performance of Deep Learning Based Weather Multivariate Time Series Forecasting by Zhengrui Wang, Zhongwen Luo, Zirui Yang, Yuanyuan Liu

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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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Evaluating LSTM Performance on Multivariate Time Series with One-Class SVM Outlier Detection by Ragita Anillya Putri, Sugiyarto Surono, Aris Thobirin

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Resource Time Series Analysis and Forecasting in Large-Scale Virtual Clusters by Yue Lin, Jiamin Wen, Xudong Zhang, Yan Liang, Jianjiang Li

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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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An Interpretable Method for Anomaly Detection in Multivariate Time Series Predictions by Shijie Tang, Yong Ding, Huiyong Wang

Subjects: “…multivariate time series…”
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Partial Transfer Learning from Patch Transformer to Variate-Based Linear Forecasting Model by Le Hoang Anh, Dang Thanh Vu, Seungmin Oh, Gwang-Hyun Yu, Nguyen Bui Ngoc Han, Hyoung-Gook Kim, Jin-Sul Kim, Jin-Young Kim

Subjects: “…multivariate time series forecasting…”
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Enhancing Global and Local Context Modeling in Time Series Through Multi-Step Transformer-Diffusion Interaction by Dagyeong Na, Jinho Kang, Byoungwoo Kang, Junseok Kwon

Subjects: “…Multivariate time series forecasting…”
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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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Dual Transformers With Latent Amplification for Multivariate Time Series Anomaly Detection by Yeji Choi, Kwanghoon Sohn, Ig-Jae Kim

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Building a Statistical Model to Forecast Traffic Accidents for Death and Injuries by Using Bivariate Time Series Analysis by Nozad Hussein Mahmood, Dler Hussen Kadir, Obaid Mahmud Mohsin Alzawbaee

Subjects: “…Multivariate time series, VARMA (p, q), Forecasting, Traffic Accident.…”
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MD-Former: Multiscale Dual Branch Transformer for Multivariate Time Series Classification by Yanling Du, Shuhao Chu, Jintao Wang, Manli Shi, Dongmei Huang, Wei Song

Subjects: “…multivariate time series classification…”
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Enhanced Forecasting of Groundwater Level Incorporating an Exogenous Variable: Evaluating Conventional Multivariate Time Series and Artificial Neural Network Models by Md Abrarul Hoque, Asib Ahmmed Apon, Md Arafat Hassan, Sajal Kumar Adhikary, Md Ariful Islam

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RNN and GNN based prediction of agricultural prices with multivariate time series and its short-term fluctuations smoothing effect by Youngho Min, Young Rock Kim, YunKyong Hyon, Taeyoung Ha, Sunju Lee, Jinwoo Hyun, Mi Ra Lee

Subjects: “…Multivariate time series…”
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ActBeCalf: Accelerometer-based multivariate time-series dataset for calf behavior classificationZenoob - EU Open Research Repository by Oshana Iddi Dissanayake, Sarah E. McPherson, Joseph Allyndrée, Emer Kennedy, Pádraig Cunningham, Lucile Riaboff

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Data-Adaptive Dynamic Time Warping-Based Multivariate Time Series Fuzzy Clustering by Qinglin Cai, Leiying Chen, Jian Shao, Ling Chen

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Unraveling Meteorological Dynamics: A Two-Level Clustering Algorithm for Time Series Pattern Recognition with Missing Data Handling by Ekaterini Skamnia, Eleni S. Bekri, Polychronis Economou

Subjects: “…multivariate time series…”
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Advancing Multivariate Time Series Similarity Assessment: An Integrated Computational Approach by Franck B. N. Tonle, Henri E. Z. Tonnang, Milliam M. Z. Ndadji, Maurice Tchoupe Tchendji, Armand Nzeukou, Kennedy Senagi, Saliou Niassy

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TE-LSTM: A Prediction Model for Temperature Based on Multivariate Time Series Data by Kang Zhou, Chunju Zhang, Bing Xu, Jianwei Huang, Chenxi Li, Yifan Pei

Subjects: “…multivariate time series data…”
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Robust Anomaly Detection of Multivariate Time Series Data via Adversarial Graph Attention BiGRU by Yajing Xing, Jinbiao Tan, Rui Zhang, Jiafu Wan

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