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基于XGBoost集成的可解释信用评分模型 被引量:5
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作者 刘彧祺 张智斌 +4 位作者 陈昊昱 刘杨 邵党国 熊馨 马磊 《数据通信》 2019年第3期27-32,共6页
信用评分模型是在银行信贷中提供正确指导决策的有效工具。在过去几十年中,信用评分已成为金融机构日益关注的问题,目前仍是一个热门的研究课题。但是,大多数研究中追求模型的性能表现,但忽视了决策制定过程的问责机制和信任机制。本文... 信用评分模型是在银行信贷中提供正确指导决策的有效工具。在过去几十年中,信用评分已成为金融机构日益关注的问题,目前仍是一个热门的研究课题。但是,大多数研究中追求模型的性能表现,但忽视了决策制定过程的问责机制和信任机制。本文构建的基于XGBoost集成的可解释信用评分模型在性能良好的情况下同时兼顾模型的可解释性。选择AUC为模型性能主要评价指标,在对比实验中也加入了其他两个常用评价指标:准确率和F值。结果表明,所提出的模型的平均性能优于其他比较算法。在基分类器选择,特征选择,模型集成中均考虑到了模型的可解释性。最后,提供了模型整体及对具体样本的决策解释。 展开更多
关键词 信用评分 可解释性 XGBoost 集成学习
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FAST ACCURATE PREDICTION OF BLANK SHAPE IN SHEET METAL FORMING 被引量:14
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作者 liuyuqi LiZhigang YahYakun 《Acta Mechanica Solida Sinica》 SCIE EI 2004年第1期58-64,共7页
By using the Finite Element Inverse Approach based on the Hill quadratic anisotrop-ically yield criterion and the quadrilateral element, a fast analyzing software-FASTAMP for the sheet metal forming is developed. The ... By using the Finite Element Inverse Approach based on the Hill quadratic anisotrop-ically yield criterion and the quadrilateral element, a fast analyzing software-FASTAMP for the sheet metal forming is developed. The blank shapes of three typical stampings are simulated and compared with numerical results given by the AUTOFORM software and experimental results, respectively. The comparison shows that the FASTAMP can predict blank shape and strain distribution of the stamping more precisely and quickly than those given by the traditional methods and the AUTOFORM. 展开更多
关键词 sheet metal forming Finite Element Inverse Approach blank shape FASTAMP software
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QUANTITATIVE PREDICTION FOR SPRINGBACK OF UNLOADING AND TRIMMING IN SHEET METAL STAMPING FORMING 被引量:7
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作者 liuyuqi LiuJunhua +1 位作者 HuPing LiYunxing 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2003年第2期190-192,196,共4页
Based on the elastic-plastic large deformation finite element formulation as well as the shell element combined discrete Kirchhoff theoretical plate element (DKT) with membrane square element, deep-drawing bending spr... Based on the elastic-plastic large deformation finite element formulation as well as the shell element combined discrete Kirchhoff theoretical plate element (DKT) with membrane square element, deep-drawing bending springback of typical U-pattern is studied. At the same time the springback values of the drawing of patterns' unloading and trimming about the satellite aerial reflecting surface are predicted and also compared with those of the practical punch. Above two springbacks all obtain satisfactory results, which provide a kind of effective quantitative pre-prediction of springback for the practical engineers. 展开更多
关键词 Sheet metal stamping forming Unloading springback Trimming springback Discrete kirchhoff theory(DKT) Finite element method
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Study on the Effect of Microbiological Test in Gynecological Inflammation and Infection
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作者 WANGYingzhen liuyuqi 《外文科技期刊数据库(文摘版)医药卫生》 2022年第4期207-210,共4页
Objective: to analyze the value of microbiological test in gynecological inflammation and infection. Methods: 80 cases of gynecological inflammation and infection in our hospital were randomly divided into groups. The... Objective: to analyze the value of microbiological test in gynecological inflammation and infection. Methods: 80 cases of gynecological inflammation and infection in our hospital were randomly divided into groups. The control group was tested by culture method, while the observation group was tested by agglutination method. The test results of the two groups were compared. Results: the positive rate of Candida in the observation group was 82.00% by agglutination method and 81.00% in the control group by culture method. The positive rate of Candida in the two groups was p > 0.05;The average culture time of the observation group was shorter than that of the control group (P < 0.05). Conclusion: agglutination method or culture method has high test value in gynecological inflammation and infection. The two microbiological test methods can be combined in clinic, so as to further improve the test accuracy. 展开更多
关键词 gynecological inflammation INFECTED microbiological examination
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