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支持向量机中核函数的性能评价策略 被引量:4
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作者 罗瑜 李涛 +1 位作者 王丹琛 何大可 《计算机工程》 CAS CSCD 北大核心 2007年第19期186-187,198,共3页
继神经网络方法之后,支持向量机成为机器学习领域中的有效方法,但是核函数的评价和选取问题一直存在。该文从结构风险出发,通过经验风险和置信区间2个方面对核函数的性能进行量化,给出评价核函数性能的公式,指出传统经验风险定义的缺陷... 继神经网络方法之后,支持向量机成为机器学习领域中的有效方法,但是核函数的评价和选取问题一直存在。该文从结构风险出发,通过经验风险和置信区间2个方面对核函数的性能进行量化,给出评价核函数性能的公式,指出传统经验风险定义的缺陷,并提出了一个新的定义。实验证明了该算法的可行性和有效性。 展开更多
关键词 核函数 支持向量机 线性可分度 线性密集度 结构风险
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Safe range analysis of clear distance of twin shallow tunnels based on limit analysis and reliability theory 被引量:8
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作者 ZHANG Biao WANG Xuan +2 位作者 ZHANG Jia-sheng ZHANG Jia-hua CHENG Hao 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第1期196-207,共12页
A method of analyzing the stability of twin shallow tunnels was presented using both limit analysis with nonlinear failure criterion and reliability theory.In the condition of nonlinear failure criterion,the critical ... A method of analyzing the stability of twin shallow tunnels was presented using both limit analysis with nonlinear failure criterion and reliability theory.In the condition of nonlinear failure criterion,the critical clear distancesof twin shallow tunnels were obtained by analyzing the change of surrounding pressure.A reliability model was established based on limit state equation,and the failure probability was solved by virtue of Monte Carlo method.Safety factor and corresponding clear distance of different safety levels were obtained by introducing a target reliability index.The scope of clear distance for different safety levels is described,which can be used as a supplement and improvement to the design codes of tunnels. 展开更多
关键词 twin shallow tunnels limit analysis nonlinear failure criterion reliability theory clear distance
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