IEEE

The Comparison of LightGBM and XGBoost Coupling Factor Analysis and Prediagnosis of Acute ...

Abstract: This paper focuses on the comparison of dimensionality reduction effect between LightGBM and XGBoost-FA. With respect to XGBoost, LightGBM can be built in the effect of dimensionality ...
搜狐

Python房价数据预测：StackingCVRegressor集成学习、Lasso、ElasticNet、XGBoost ...

从数据科学视角看，房地产房价预测绝非简单的数值推算，而是对 “业务场景 - 数据质量 - 模型适配” 三者协同的系统性考验。在房地产行业数字化转型中，精准的房价预测既能帮助购房者规避决策风险，也能为开发商的定价策略、投资者的资源配置提供数据 ...
IEEE

Improved LightGBM for Extremely Imbalanced Data and Application to Credit Card Fraud Detection

Abstract: Credit card fraud (CCF) is a significant threat to cardholders and financial institutions. CCF detection against this threat is challenging due to extremely imbalanced data (EID). EID ...
搜狐

【视频讲解】Python用LSTM、Wavenet神经网络、LightGBM预测股价

在金融科技的浪潮中，量化投资方法以其数据驱动和模型导向的特性，日益成为资本市场分析的重要工具。 特别是，长短期记忆网络（LSTM）、Wavenet以及LightGBM等先进的机器学习算法，因其在时间序列预测中的卓越性能，被广泛应用于股票价格预测领域。LSTM作为 ...
Visual Studio Magazine

Multi-Class Classification Using LightGBM

Dr. James McCaffrey of Microsoft Research provides a full-code, step-by-step machine learning tutorial on how to use the LightGBM system to perform multi-class classification using Python and the ...