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基于主成分逻辑回归方法的财务失败预测模型 被引量:5
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作者 耿克红 李忠民 《河北工业大学学报》 CAS 2005年第2期53-57,共5页
建立了可用于预测财务失败的主成分逻辑回归分析模型,该模型一方面通过主成分的选取不但提取了对财务失败预测有重要影响的信息,而且避免了变量之间所反映信息的重叠;另一方面,通过与主成分分析模型比较,发现该模型比主成分分析模型有... 建立了可用于预测财务失败的主成分逻辑回归分析模型,该模型一方面通过主成分的选取不但提取了对财务失败预测有重要影响的信息,而且避免了变量之间所反映信息的重叠;另一方面,通过与主成分分析模型比较,发现该模型比主成分分析模型有着较高的拟合效果,且达到了至少与主成分分析模型相同的预测能力. 展开更多
关键词 财务失败 预测 成分分析 逻辑回归分析 主成分逻辑回归模型
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Logistic Regression for Prediction and Diagnosis of Bacterial Regrowth in Water Distribution System
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作者 董丽华 赵新华 +1 位作者 吴卿 杨幼安 《Transactions of Tianjin University》 EI CAS 2009年第5期371-374,共4页
This paper focuses on the quantitative expression of bacterial regrowth in water distribution system. Considering public health risks of bacterial regrowth,the experiment was performed on a distribution system of sele... This paper focuses on the quantitative expression of bacterial regrowth in water distribution system. Considering public health risks of bacterial regrowth,the experiment was performed on a distribution system of selected area.Physical,chemical,and microbiological parameters such as turbidity,temperature,residual chlorine and pH were measured over a three-month period and correlation analysis was carried out.Combined with principal components analysis(PCA) ,a logistic regression model is developed to predict and diagnose bacterial regrowth and locate the zones with high risks of microbiology in the distribution system.The model gives the probability of bacterial regrowth with the number of heterotrophic plate counts as the binary response variable and three new principal components variables as the explanatory variables.The veracity of the logistic regression model was 90%,which meets the precision requirement of the model. 展开更多
关键词 bacterial regrowth water distribution system heterotrophic plate counts logistic regression principal components analysis odds ratio veracity
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