In this paper, Variational Mode Decomposition (VMD) and Stacking model fusion are composed to obtain a short-term load forecasting method for real-time power dispatch. Firstly, a VMD algorithm decomposes the load series into dissimilar intrinsic mode functions (IMF), and the Approximate Entropy (...
没有调过拟合之前:也就是没有加min_impurity_decrease=0.0025 fusion_estimators(clf)#没有过拟合限制""train_score:1.0cv_mean:0.9812112853271389 test_score:0.9861111111111112"" 加上过拟合之后 fusion_estimators(clf)#精调过拟合""train_score:1.0cv_mean:0.9812185443283005 test_score:0.9888888888888889"" 可以看...
Anti-Fraud Identification of Vehicle Insurance Based on Stacking Model Fusion 在线阅读 下载PDF 引用 收藏 分享 摘要 基于Kaggle公开数据集,首先对其进行了数据清洗、数据均衡化等预处理工作,确保数据的质量和适用性。在预处理完成后,使用随机森林、XGBoost和LightGBM三种不同的机器学习算法构建了保险欺诈识别模型,并...
# the second layer in Stacking if self.fusion_type == "Averaging": probability = pre_prediction.mean(1) elif self.fusion_type == "Voting": probability = np.sum(pre_prediction, axis=1)/self.k elif self.fusion_type == "Weighing": w = [i/i.sum() for i in pre_prediction] probabil...
model.And we build a ship navigation state prediction model based on Stacking model fusion, introduce the selection and experiment process of classifier in the double layer model,and optimize the model parameters. 3.We compare the Stacking model with the learning curve of the 3 base classifier, ...
For them, this paper provided an ethical decision-making model based on stacking fusion mechanism, in which machine learning and deep learning were deeply integrated. Firstly, naive Bayes model based on attribute correlation (ACNB), weighted average first-order Bayes model (WAD...
out_path ='E:\\PycharmProjects\\TianChiProject\\00_山枫叶纷飞\\competitions\\002_financial_risk\\predict_result\\'+'model_fusion_a_predict_{}.csv'.format(now) train_file_path = win_file_path+'train.csv'testA_file_path = win_file_path+'testA.csv'elifenv_name =='baidu': ...
situ data Global Daily sea surface temperature (SST) fusion data, and long-term SST forecast experiment is carried out in the northern South China Sea for one year. The results show that the root mean square error of long-term SST forecast based on Stacking (ET-ET) machine learning model ...
然后选择chinese就行了; 2:对安装(解压缩好的哦领导同事都曾问到过,如果出现一个数据库问题,或者...
关键词:IGBT 器件;Stacking算法;长短期记忆网络;机器学习;寿命预测 中图法分类号 TP183 Studyon MachineLearningAlgorithmsforLifePredictionofIGBTDevicesBasedonStacking MultiGmodelFusion WANGFei,HUANG TaoandYANG Ye SchoolofInformationand MechanicalandElectricalEngineering,ShanghaiNormalUniversity,Shanghai200234,China ...