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"Time Series Analysis": models, code, and papers
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Caformer: Rethinking Time Series Analysis from Causal Perspective

Mar 13, 2024
Kexuan Zhang, Xiaobei Zou, Yang Tang

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TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis

Feb 26, 2024
Sabera Talukder, Yisong Yue, Georgia Gkioxari

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ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis

Mar 03, 2024
Mingyue Cheng, Jiqian Yang, Tingyue Pan, Qi Liu, Zhi Li

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Empowering Time Series Analysis with Large Language Models: A Survey

Feb 05, 2024
Yushan Jiang, Zijie Pan, Xikun Zhang, Sahil Garg, Anderson Schneider, Yuriy Nevmyvaka, Dongjin Song

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Position Paper: What Can Large Language Models Tell Us about Time Series Analysis

Feb 05, 2024
Ming Jin, Yifan Zhang, Wei Chen, Kexin Zhang, Yuxuan Liang, Bin Yang, Jindong Wang, Shirui Pan, Qingsong Wen

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MTSA-SNN: A Multi-modal Time Series Analysis Model Based on Spiking Neural Network

Feb 08, 2024
Chengzhi Liu, Chong Zhong, Mingyu Jin, Zheng Tao, Zihong Luo, Chenghao Liu, Shuliang Zhao

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Timer: Transformers for Time Series Analysis at Scale

Feb 04, 2024
Yong Liu, Haoran Zhang, Chenyu Li, Xiangdong Huang, Jianmin Wang, Mingsheng Long

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Time Series Analysis of Key Societal Events as Reflected in Complex Social Media Data Streams

Mar 11, 2024
Andy Skumanich, Han Kyul Kim

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Capsule Neural Networks as Noise Stabilizer for Time Series Data

Mar 20, 2024
Soyeon Kim, Jihyeon Seong, Hyunkyung Han, Jaesik Choi

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Equipment Health Assessment: Time Series Analysis for Wind Turbine Performance

Mar 01, 2024
Jana Backhus, Aniruddha Rajendra Rao, Chandrasekar Venkatraman, Abhishek Padmanabhan, A. Vinoth Kumar, Chetan Gupta

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