Enhanced Multistep Prediction of Multivariate Market Indices Using Weighted Optical Reservoir Computing

Enhanced Multistep Prediction of Multivariate Market Indices Using Weighted Optical Reservoir Computing

Abstract We propose and experimentally demonstrate an innovative weighted optical reservoir computing system for market index prediction. By integrating fundamental market data with macroeconomic indicators and technical metrics, we capture the broader dynamics of the stock market. Our system shows...

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Bibliographic Details
Main Authors: Fang Wang, Ting Bu, Yuping Huang
Format: Article
Language:English
Published: Springer 2025-07-01
Series:International Journal of Computational Intelligence Systems
Subjects:
Optical reservoir computing
Parallel data processing
Multivariate forecasting
Multistep prediction
Online Access:https://doi.org/10.1007/s44196-025-00906-4
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https://doi.org/10.1007/s44196-025-00906-4

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