IEEE

Forecasting the Future: A Hybrid Approach to Stock Market Prediction with LSTM, XGBoost and LightGBM

Abstract: Stock price prediction is complex due to market volatility and uncertain trends. This paper presents a hybrid machine learning model combining Long Short-Term Memory (LSTM), LightGBM, and ...
IEEE

An XGBoost-Optimized Algorithm for Enhancing Accuracy in Crop Yield Prediction Models Through Time Series Forecasting

Abstract: Accurate crop yield prediction is vital for optimizing agricultural practices and ensuring food security. This study proposes an optimized XGBoost-based algorithm leveraging time series ...