Work

Toward Transformer-compatible multivariate time series learning via visibility graph-based structural encoding

Year: 2025

Type: article

Source: Knowledge-Based Systems

DOI: 10.1016/j.knosys.2025.114389

Authors: Ting Chen, Xinyue Ren, Jinzhou Lai, Hongming Tan, Fangming Liu, Wai Kin Victor Chan

Institutions: Peng Cheng Laboratory, Tsinghua Shenzhen International Graduate School, Tsinghua University, Hong Kong Polytechnic University, Huazhong University of Science and Technology

Language: English

Topic: Time Series Analysis and Forecasting

Subfield: Signal Processing

Field: Computer Science

Domain: Physical Sciences

Open Access status: closed

Funders: Peng Cheng Laboratory, Science, Technology and Innovation Commission of Shenzhen Municipality, Guangdong Provincial Pearl River Talents Program, Shenzhen Science and Technology Innovation Program

Awards: G2195155527, G2858763665, G301121939

OpenAlex ID: W4413922734

FWCI: 1.091

Cites: 44

Cited by: 3

Related to: 10