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一种基于AP-Entropy选择集成的风控模型和算法 被引量:1
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作者 王茂光 杨行 《计算机科学》 CSCD 北大核心 2021年第S02期71-76,80,共7页
近年来互联网金融网贷领域涌现出了众多的风控问题,对此采用多种特征选择方法预处理风控领域的数据指标,构建了全面的针对企业信用的风控指标体系,采用stacking集成策略研究了基于AP-Entropy的信用风险模型。信用风险模型有两层学习器,... 近年来互联网金融网贷领域涌现出了众多的风控问题,对此采用多种特征选择方法预处理风控领域的数据指标,构建了全面的针对企业信用的风控指标体系,采用stacking集成策略研究了基于AP-Entropy的信用风险模型。信用风险模型有两层学习器,引入选择集成思想,从种类和数量上筛选基学习器。首先,在Logistic回归、反向传播神经网络、AdaBoost等经典机器学习算法中,采用AP聚类算法选出适合企业信用风险的异质学习器作为基学习器;其次,在每次学习器迭代中,利用熵对学习器择优,自动选出F1值最高的基学习器,其中改进基于熵的学习器选择算法,提升了基学习器选择过程的效率,降低了模型的计算成本,模型选取XGBoost作为次级基学习器。实验结果表明,文中提出的模型和其他模型相比具有更好的学习效果和更强的泛化能力。 展开更多
关键词 风控指标体系 stacking集成策略 AP-Entropy信用风险模型 选择集成 AP聚类算法 基于的学习器选择算法 XGBoost
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基于熵的群决策专家选择研究 被引量:3
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作者 王林昌 刘华龙 贾增科 《数学的实践与认识》 CSCD 北大核心 2010年第18期51-55,共5页
群决策是研究多人如何做出统一的有效抉择.在群决策中专家决策水平直接反应到决策结论上,是影响事业的成败关键,因此专家的选择对于群决策而言是至关重要的.建立了评价群决策专家的指标集,从专家选择角度定义了理想专家,给出了专家选择... 群决策是研究多人如何做出统一的有效抉择.在群决策中专家决策水平直接反应到决策结论上,是影响事业的成败关键,因此专家的选择对于群决策而言是至关重要的.建立了评价群决策专家的指标集,从专家选择角度定义了理想专家,给出了专家选择的熵模型,并通过一个例子说明该模型的有效性. 展开更多
关键词 群决策 群决策可靠性分析 理想专家 选择熵 最优专家组
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一种不确定RFID数据流清洗策略 被引量:4
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作者 刘云恒 刘耀宗 张宏 《计算机科学》 CSCD 北大核心 2016年第S2期482-485,共4页
原始RFID数据流含有大量噪声且具有不确定性,必须在使用之前对其进行数据清洗,而清洗策略是清洗质量的保证。提出一种适合不确定RFID数据流的清洗策略。该清洗策略引入了最大熵原理,对待清洗的RFID元组的特征属性进行权重选择,并根据清... 原始RFID数据流含有大量噪声且具有不确定性,必须在使用之前对其进行数据清洗,而清洗策略是清洗质量的保证。提出一种适合不确定RFID数据流的清洗策略。该清洗策略引入了最大熵原理,对待清洗的RFID元组的特征属性进行权重选择,并根据清洗节点的时间消耗以及误差进行清洗成本分析,决策出最佳的清洗方法。仿真实验结果表明,该清洗策略提高了不确定RFID数据流的清洗效率与精度。 展开更多
关键词 RFID数据流 不确定性 清洗策略 清洗成本 最大特征选择
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地磁匹配导航中几项关键技术研究 被引量:8
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作者 王向磊 《测绘工程》 CSCD 2011年第1期1-5,共5页
地磁匹配导航的实质是数字地图的匹配。地磁数据库的精度和地磁适配区的选择是地磁匹配导航中的2项关键技术。文中把克吕格插值算法引入到地磁图的重构中,仿真结果表明了其有效性;同时把熵选择法和统计特征法引入到地磁适配区的选择中,... 地磁匹配导航的实质是数字地图的匹配。地磁数据库的精度和地磁适配区的选择是地磁匹配导航中的2项关键技术。文中把克吕格插值算法引入到地磁图的重构中,仿真结果表明了其有效性;同时把熵选择法和统计特征法引入到地磁适配区的选择中,通过仿真结果对2种方法进行比较,结果表明,熵选择法综合效果更好,更适合于在实际中应用。 展开更多
关键词 地磁匹配导航 变异函数 克吕格插值 选择
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基于一种新的特征提取的语音辨识 被引量:1
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作者 刘嘉 骆瑞玲 李明 《科学技术与工程》 2009年第2期460-464,共5页
提出了一种新的二次特征提取的方法应用于说话人语音辨识。首先,通过基于熵的特征筛选方法,有效地剔除不重要或者噪声特征,消除语音特征的冗余,并获得其重要性排序,减少语音特征矢量的维数。然后,采用Fisher准则进一步进行参数选择,按Fi... 提出了一种新的二次特征提取的方法应用于说话人语音辨识。首先,通过基于熵的特征筛选方法,有效地剔除不重要或者噪声特征,消除语音特征的冗余,并获得其重要性排序,减少语音特征矢量的维数。然后,采用Fisher准则进一步进行参数选择,按Fisher比的大小选择特征向量作为投影轴,将高维空间中的特征矢量映射到低维的特征判别空间,然后以SVM作为分类器实现说话人辨识系统。实验结果表明,本文提出的方法在不影响识别率的情况下可以对输入数据有效降维,在噪音环境下取得了较好的识别效果,增加了系统的鲁棒性。 展开更多
关键词 说话人识别 基于的特征选择 支持向量机 FISHER鉴别准则
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Optimization model of unascertained measurement for underground mining method selection and its application 被引量:6
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作者 刘爱华 董蕾 董陇军 《Journal of Central South University》 SCIE EI CAS 2010年第4期744-749,共6页
An optimization model of underground mining method selection was established on the basis of the unascertained measurement theory.Considering the geologic conditions,technology,economy and safety production,ten main f... An optimization model of underground mining method selection was established on the basis of the unascertained measurement theory.Considering the geologic conditions,technology,economy and safety production,ten main factors influencing the selection of mining method were taken into account,and the comprehensive evaluation index system of mining method selection was constructed.The unascertained evaluation indices corresponding to the selected factors for the actual situation were solved both qualitatively and quantitatively.New measurement standards were constructed.Then,the unascertained measurement function of each evaluation index was established.The index weights of the factors were calculated by entropy theory,and credible degree recognition criteria were established according to the unascertained measurement theory.The results of mining method evaluation were obtained using the credible degree criteria,thus the best underground mining method was determined.Furthermore,this model was employed for the comprehensive evaluation and selection of the chosen standard mining methods in Xinli Gold Mine in Sanshandao of China.The results show that the relative superiority degrees of mining methods can be calculated using the unascertained measurement optimization model,so the optimal method can be easily determined.Meanwhile,the proposed method can take into account large amount of uncertain information in mining method selection,which can provide an effective way for selecting the optimal underground mining method. 展开更多
关键词 mining engineering underground mining method optimization model unascertained measurement theory information entropy
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The Study of Image Segmentation Based on the Combination of the Wavelet Multi-scale Edge Detection and the Entropy Iterative Threshold Selection 被引量:3
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作者 ZHANG Qian HE Jian-feng +3 位作者 MA Lei PAN Li-peng LIU Jun-qing CHEN Hong-lei 《Chinese Journal of Biomedical Engineering(English Edition)》 2013年第4期154-160,共7页
This paper proposes an image segmentation method based on the combination of the wavelet multi-scale edge detection and the entropy iterative threshold selection.Image for segmentation is divided into two parts by hig... This paper proposes an image segmentation method based on the combination of the wavelet multi-scale edge detection and the entropy iterative threshold selection.Image for segmentation is divided into two parts by high- and low-frequency.In the high-frequency part the wavelet multiscale was used for the edge detection,and the low-frequency part conducted on segmentation using the entropy iterative threshold selection method.Through the consideration of the image edge and region,a CT image of the thorax was chosen to test the proposed method for the segmentation of the lungs.Experimental results show that the method is efficient to segment the interesting region of an image compared with conventional methods. 展开更多
关键词 wavelet multi-scale ENTROPY iterative threshold lung images
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Optimal selection of annulus radius ratio to enhance heat transfer with minimum entropy generation in developing laminar forced convection of water-Al2O3 nanofluid flow 被引量:23
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作者 Siavashi Majid Jamali Mohammad 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第8期1850-1865,共16页
Heat transfer and entropy generation of developing laminar forced convection flow of water-Al_2O_3 nanofluid in a concentric annulus with constant heat flux on the walls is investigated numerically. In order to determ... Heat transfer and entropy generation of developing laminar forced convection flow of water-Al_2O_3 nanofluid in a concentric annulus with constant heat flux on the walls is investigated numerically. In order to determine entropy generation of fully developed flow, two approaches are employed and it is shown that only one of these methods can provide appropriate results for flow inside annuli. The effects of concentration of nanoparticles, Reynolds number and thermal boundaries on heat transfer enhancement and entropy generation of developing laminar flow inside annuli with different radius ratios and same cross sectional areas are studied. The results show that radius ratio is a very important decision parameter of an annular heat exchanger such that in each Re, there is an optimum radius ratio to maximize Nu and minimize entropy generation. Moreover, the effect of nanoparticles concentration on heat transfer enhancement and minimizing entropy generation is stronger at higher Reynolds. 展开更多
关键词 nanofluid heat transfer enhancement forced convection entropy generation annulus radius ratio
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