QR Code

FPGA-Accelerated ESN with Chaos Training for Financial Time Series Prediction

Improving financial time series forecasting presents challenges because models often struggle to identify diverse fault patterns in unseen data. This issue is critical in fintech, where accurate and reliable forecasting of financial data is essential for effective risk management and informed invest...

Full description

Saved in:
Main Authors: Zeinab A. Hassaan, Mohammed H. Yacoub, Lobna A. Said
Format: Artigo
Language:Inglês
Published: MDPI AG 2025-12-01
Series:Machine Learning and Knowledge Extraction
Subjects:
reservoir computing
echo state network
recurrent neural network
chaotic systems
hardware accelerator
field programmable gate array
Online Access:https://www.mdpi.com/2504-4990/7/4/160
Tags: Add Tag
No Tags, Be the first to tag this record!

Similar Items