[HTML][HTML] Walking Back the Data Quantity Assumption to Improve Time Series Prediction in Deep Learning

A Lazcano, P Hidalgo, JE Sandubete - Applied Sciences, 2024 - mdpi.com
Deep learning techniques have significantly advanced time series prediction by effectively
modeling temporal dependencies, particularly for datasets with numerous observations …

Back to Basics: The Power of the Multilayer Perceptron in Financial Time Series Forecasting

A Lazcano, MA Jaramillo-Morán, JE Sandubete - Mathematics, 2024 - mdpi.com
The economic time series prediction literature has seen an increase in research leveraging
artificial neural networks (ANNs), particularly the multilayer perceptron (MLP) and, more …