MSPFT: Multivariate Time Series Prediction Transformer with Multi-Scale Patch Fusion Mechanism

Wenhao Fang; Junfeng Yuans; Yan Zeng; Jian Wan; Yuyu Yin; Jilin Zhang

doi:10.1007/978-981-96-9815-8_35

ScienceGate Book Chapters

BOOK-CHAPTER

MSPFT: Multivariate Time Series Prediction Transformer with Multi-Scale Patch Fusion Mechanism

Wenhao Fang Junfeng Yuans Yan Zeng Jian Wan Yuyu Yin Jilin Zhang

Year: 2025 Lecture notes in computer science Pages: 416-428 Publisher: Springer Science+Business Media

DOI: 10.1007/978-981-96-9815-8_35

Get Full-Text PDF Get Analytical Report

Keywords:

Computer science Multivariate statistics Series (stratigraphy) Time series Transformer Fusion Artificial intelligence Scale (ratio) Data mining Machine learning Electrical engineering Cartography Engineering Voltage Geology

Metrics

Cited By

0.00

FWCI (Field Weighted Citation Impact)

Refs

0.57

Citation Normalized Percentile

Is in top 1%

Is in top 10%

Topics

Time Series Analysis and Forecasting

Physical Sciences → Computer Science → Signal Processing

Neural Networks and Applications

Physical Sciences → Computer Science → Artificial Intelligence

Stock Market Forecasting Methods

Social Sciences → Decision Sciences → Management Science and Operations Research

MSPFT: Multivariate Time Series Prediction Transformer with Multi-Scale Patch Fusion Mechanism

Metrics

Topics

Related Documents

A Multi-Scale Feature Fusion Transformer for Multivariate Time Series Classification

Multi-Modal Fusion Transformer for Multivariate Time Series Classification

EMA-FCM: A Multivariate Time Series Prediction Method with Effective Multi-Scale Attention Mechanism

MSWI Multi-Temperature Prediction Based on Patch Time Series Transformer

Multi-Scale Transformer Pyramid Networks for Multivariate Time Series Forecasting