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基于极限学习机与改进K-means算法的入侵检测方法 被引量:8
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作者 王琳琳 刘敬浩 付晓梅 《计算机工程与科学》 CSCD 北大核心 2018年第8期1398-1404,共7页
入侵检测系统对于保障网络安全至关重要。针对传统的单一检测算法很难对不同种类的攻击都有很好检测效果的问题,提出一种结合极限学习机与改进K-means算法的入侵检测方法。基于算法级联的方式,利用新型线性修正单元(PReLU)激活函数对极... 入侵检测系统对于保障网络安全至关重要。针对传统的单一检测算法很难对不同种类的攻击都有很好检测效果的问题,提出一种结合极限学习机与改进K-means算法的入侵检测方法。基于算法级联的方式,利用新型线性修正单元(PReLU)激活函数对极限学习机算法进行优化,采用设置距离阈值的方式,实现K-means算法自动选择初始聚类中心与聚类簇数目的双重优化,设计了一种混合式入侵检测方法。采用NSL-KDD数据集对所提出的入侵检测方法进行仿真实验,实验结果表明,与传统的BP神经网络、支持向量机与极限学习机算法相比,该方法有效地提高了检测效果,同时降低了误报率。 展开更多
关键词 入侵检测 极限学习机 K-MEANS算法
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Melamine Nephrotoxicity is Mediated by Hyperuricemia 被引量:1
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作者 ZHANG Long LI Hong Tian +4 位作者 wang lin lin TRACHTMAN Howard TRASANDE Leonardo wang Pei Xin LIU Jian Meng 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2015年第12期904-912,共9页
Objective We tested whether melamine nephrotoxicity was exacerbated by urate(a typical component of renal stones in humans)in rats with hyperuricemiainduced by the uricase inhibitor,potassium oxonate(Oxo).Methods Rats... Objective We tested whether melamine nephrotoxicity was exacerbated by urate(a typical component of renal stones in humans)in rats with hyperuricemiainduced by the uricase inhibitor,potassium oxonate(Oxo).Methods Rats were exposed to melamine or Oxo alone or combinations of melamine(200-400 mg/kg)and Oxo(200-600 mg/kg)for 3 consecutive days.Kidney injury was evaluated by renal biochemical functions,histomorphology,and lipid peroxidation.Kidney crystals were analyzed for their composition.Results Nephrotoxicity was minimal in animals administered melamine or Oxo alone,but it was demonstrable in animals administered at least 800 mg/kg of the two compounds combined.All rats in the 400+600(melamine+Oxo)and 400+400 mg/kg groups and 4 out of 6 in the 200+600 mg/kg group died within 3 days;no rat died in the 200+400 or 200+200 mg/kg group.Dose-dependent renal damage resembling clinical findings in affected patients was observed in rats administered the two compounds.Crystal composition determination revealed the existence of melamine and uric acid in the affected kidneys,resembling human stones.Conclusion Our findings suggest that uric acid plays a key role in melamine-related kidney injury in humans.Future studies should consider uric acid together with melamine when examining adverse effects in humans. 展开更多
关键词 MELAMINE NEPHROTOXICITY HYPERURICEMIA UROLITHIASIS
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