# Ensemble Machine Learning of Gradient Boosting (XGBoost, LightGBM, CatBoost) and Attention-Based CNN-LSTM for Harmful Algal Blooms Forecasting

> Research article (Toxins, 2023) · cited 127× · AI/ML

**Wikidata**: [openalex:W4387474062](https://www.wikidata.org/wiki/openalex:W4387474062)  
**Source**: https://4ort.xyz/entity/ensemble-machine-learning-of-gradient-boosting-xgboost-lightgbm-catboost-and-attention-based-cnn-lstm-for-harmful-algal-