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用实数编码的遗传算法构造斜决策树 被引量:5
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作者 胡宏银 朱绍文 +4 位作者 张大斌 王泉德 黄浩 陈菁华 陆玉昌 《计算机科学》 CSCD 北大核心 2001年第2期108-110,共3页
决策树方法是一种通过构造决策树来发现训练集中分类知识的数据采掘方法,其核心是如何构造决策树,构造决策树的关键是找出表示内部节点的最佳扩展属性[1].扩展属性有单属性和联合属性,由单属性形成的扩展属性集小,可以容易地找出最佳扩... 决策树方法是一种通过构造决策树来发现训练集中分类知识的数据采掘方法,其核心是如何构造决策树,构造决策树的关键是找出表示内部节点的最佳扩展属性[1].扩展属性有单属性和联合属性,由单属性形成的扩展属性集小,可以容易地找出最佳扩展属性,构造单元树的速度快,但是生成的单元树规模大,并可导致子树复制、一个属性的多次测试等;用联合属性作为扩展属性,生成的多元树规模小,能有效地克服单元树存在的问题,因此,多元树的构造受到许多研究者的重视.多元树中研究得最多的是斜决策树,它的内部节点为线性联合属性,寻找最佳线性联合属性的过程是不断优化属性系数的过程,优化系数的方法有爬山搜索法[2,3]、模拟退火法[4]等. 展开更多
关键词 斜决策树 遗传算法 实数编码 线性联合属性
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Data-driven methods for predicting the representative temperature of bridge cable based on limited measured data
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作者 WANG Fen DAI Gong-lian +2 位作者 HE Chang-lin GE Hao RAO Hui-ming 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第9期3168-3186,共19页
Cable-stayed bridges have been widely used in high-speed railway infrastructure.The accurate determination of cable’s representative temperatures is vital during the intricate processes of design,construction,and mai... Cable-stayed bridges have been widely used in high-speed railway infrastructure.The accurate determination of cable’s representative temperatures is vital during the intricate processes of design,construction,and maintenance of cable-stayed bridges.However,the representative temperatures of stayed cables are not specified in the existing design codes.To address this issue,this study investigates the distribution of the cable temperature and determinates its representative temperature.First,an experimental investigation,spanning over a period of one year,was carried out near the bridge site to obtain the temperature data.According to the statistical analysis of the measured data,it reveals that the temperature distribution is generally uniform along the cable cross-section without significant temperature gradient.Then,based on the limited data,the Monte Carlo,the gradient boosted regression trees(GBRT),and univariate linear regression(ULR)methods are employed to predict the cable’s representative temperature throughout the service life.These methods effectively overcome the limitations of insufficient monitoring data and accurately predict the representative temperature of the cables.However,each method has its own advantages and limitations in terms of applicability and accuracy.A comprehensive evaluation of the performance of these methods is conducted,and practical recommendations are provided for their application.The proposed methods and representative temperatures provide a good basis for the operation and maintenance of in-service long-span cable-stayed bridges. 展开更多
关键词 cable-stayed bridges representative temperature gradient boosted regression trees(GBRT)method field test limited measured data
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空间统计学在浙江省预防接种门诊资源配置中的应用 被引量:17
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作者 张兵 胡昱 +2 位作者 陈雅萍 李倩 谢淑云 《中国疫苗和免疫》 北大核心 2016年第1期41-45,51,共6页
目的探讨浙江省预防接种门诊服务量及其空间分布格局,为优化资源配置提供依据。方法利用空间点格局方法分析浙江省预防接种门诊的全局空间分布特性;利用空间斜决策树模型探讨各预防接种门诊每半日接种疫苗剂次数及每半日每人疫苗接种剂... 目的探讨浙江省预防接种门诊服务量及其空间分布格局,为优化资源配置提供依据。方法利用空间点格局方法分析浙江省预防接种门诊的全局空间分布特性;利用空间斜决策树模型探讨各预防接种门诊每半日接种疫苗剂次数及每半日每人疫苗接种剂次数的局部空间关系。结果浙江省平均每50 km^2内预防接种门诊数为0.79个,每万0~6岁人口数拥有15.51个门诊;平均每个门诊工作183半日,平均每个门诊每半日接种疫苗52.43剂次,平均每半日每名工作人员接种疫苗10.17剂次。当阈值距离从11.12 km到222.24 km时,预防接种门诊每半日接种疫苗剂次数和每半日每人接种疫苗剂次数的^km值分别由0.34和0.23下降到0.07和0.00。空间斜决策树模型显示,每半日接种疫苗剂次数的热点区域主要集中在义乌、温州和杭州;每半日每人接种疫苗剂次数的热点区域较分散。结论浙江省预防接种门诊服务量在空间层面呈现显著聚集,增加接种门诊服务频次和/或工作人员数是降低预防接种门诊日工作量和人均日工作量的有效途径。 展开更多
关键词 空间统计 预防接种门诊 空间斜决策树
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Electroacupuncture at jiājǐ(夹脊 EX-B2) for lumbar intervertebral disc herniation:A randomized controlled trial 被引量:8
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作者 Ping SHAO Zhen DU +4 位作者 Zhiping XIN Xiao ZHENG Minlei QIU Zheng ZHU Xuming YANG 《World Journal of Acupuncture-Moxibustion》 CSCD 2018年第3期167-173,I0003,共8页
Objective: To compare the effect differences of electroacupuncture(EA) at Jiajǐ(夹脊 EX-B2) and conventional acupoints for lumbar intervertebral disc herniation(LIDH) and the factors influenced the effect duri... Objective: To compare the effect differences of electroacupuncture(EA) at Jiajǐ(夹脊 EX-B2) and conventional acupoints for lumbar intervertebral disc herniation(LIDH) and the factors influenced the effect during the way of data mining.Methods: A total of 160 patients of LIDH were randomly assigned into the EX-B2 group and the conventional acupoints group, 80 cases in each one. The patients in the EX-B2 group received EA at the symmetrical 2 acupoints of the bilateral EX-B2 on the lesion part. The patients in the conventional acupoints group received EA at the tender point of the lesion part, Zhibian( 秩边BL54), Huantiao(环跳 GB30),weǐzhōng(委中BL40), Chéngshān(承山BL57) and Fúyáng(跗阳BL59) on the affected side. The retain time of the needles is both 45 min. The treatment of the two groups is 3 times a week and for a connective 20 times. The modified Assessment Criteria for Low Lumbar Pain of Japanese Orthopedic Association(JOA),Visual Analogue Scale(VAS) were evaluated before and after the treatment and at the 6-month follow up.Results:(1) Effective outcomes. JOA score: The JOA score of the patients in the EX-B2 group after treatment was(20.89 士 3.43), and was(19.35 ±4.02) on the follow-up. Compared with the JOA score(12.35 ±4.42) in the same group before the treatment, there were statistical significant higher(both P0.05). The JOA score in the EX-B2 group after treatment and on the follow-up were both higher than that of the conventional acupoints group at the same time point(both P0.05). VAS score: The VAS score of the patients in the EX-B2 group on the 24 h after the first treatment was(4.09 ± 1.81), and was(2.11 ± 1.30) after the treatment. Compared with the VAS score(4.09 ± 1.81) in the same group before the treatment, there were statistical significant lower(both P0.05). The VAS score in the EX-B2 group on the 24 h after the first treatment and after treatment showed no statistical differences than that of the conventional acupoints group at the same time point(both P0.05).(2)Related results from data mining: The middle-aged people and disease duration less than six months, their effect of the immediate treatment was the best. According to JOA score, EA at EX-B2 was better than EA conventional acupoints,either in the process of treatment effect, or in pertinence of the treatment, which were superior to EA conventional acupoints therapy; The best curative effect time of EA at EX-B2 was the first treatment after24 h, and the best curative effect of the conventional acupoints was after the first treatment. The age and disease duration also affected curative effect.Conclusion: The effect of EA at EX-B2 was superior to the conventional acupoints in treating LIDH. 展开更多
关键词 ELECTROACUPUNCTURE jiājǐ(夹脊 EX-B2) Lumber intervertebral disc herniation Association algorithm Decision tree Grey slope correlation algorithm Effect
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