A Comparative Analysis of Machine Learning and Deep Learning Techniques for Accurate Market Price Forecasting

A Comparative Analysis of Machine Learning and Deep Learning Techniques for Accurate Market Price Forecasting

This study compares three machine learning and deep learning models—Support Vector Regression (SVR), Recurrent Neural Networks (RNN), and Long Short-Term Memory (LSTM)—for predicting market prices using the NGX All-Share Index dataset. The models were evaluated using multiple error metrics, includin...

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Bibliographic Details
Main Authors: Olamilekan Shobayo, Sidikat Adeyemi-Longe, Olusogo Popoola, Obinna Okoyeigbo
Format: Article
Language:English
Published: MDPI AG 2025-02-01
Series:Analytics
Subjects:
deep learning
hybrid model
LSTM
logistic regression
market price forecasting
Recurrent Neural Network
Online Access:https://www.mdpi.com/2813-2203/4/1/5
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