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多源入侵检测警报的决策级融合模型 被引量:2
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作者 李志东 杨武 +1 位作者 王巍 苘大鹏 《通信学报》 EI CSCD 北大核心 2011年第5期121-128,共8页
为了大幅降低对训练样本的要求,摒弃苛刻的约束条件,提出了一种支持在线增量训练的警报融合模型。将初级警报向量映射为表决模式,以缩小统计空间。通过训练统计出各种表决模式在正常或攻击流量下的条件概率分布,依据统计特征的变化即时... 为了大幅降低对训练样本的要求,摒弃苛刻的约束条件,提出了一种支持在线增量训练的警报融合模型。将初级警报向量映射为表决模式,以缩小统计空间。通过训练统计出各种表决模式在正常或攻击流量下的条件概率分布,依据统计特征的变化即时推断待检测流量的构成情况,使用阈值约束法和贝叶斯推断做出融合决策。从而拓展了适用范围,并且能较好地跟踪适应待检测流量,仅需少量训练样本便可显著提升检测性能。 展开更多
关键词 网络安全 入侵检测 决策级融合 表决模式 统计推断
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Prognostic significance of PTEN,Ki-67 and CD44s expression patterns in gastrointestinal stromal tumors 被引量:18
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作者 Yu-Mei Liang Xiang-Hong Li +1 位作者 Wen-Mei Li You-Yong Lu 《World Journal of Gastroenterology》 SCIE CAS CSCD 2012年第14期1664-1671,共8页
AIM:To develop a prognostic approach for gastrointestinal stromal tumors(GISTs) using a cluster of indicators and follow-up information.METHODS:One hundred and four GISTs that had not been subjected to targeted therap... AIM:To develop a prognostic approach for gastrointestinal stromal tumors(GISTs) using a cluster of indicators and follow-up information.METHODS:One hundred and four GISTs that had not been subjected to targeted therapies were collected and classified by NIH risk assessment and anatomic location.By immunohistochemistry,the expressions of PTEN,Ki-67,CD44s matrix metalloproteinase(MMP)-9 and TIMP-1 were detected on tissue microarray.Univariate and multimarker survival analyses were performed and then a COX hazard proportion model was constructed to evaluate a cluster of predictors of GIST.RESULTS:Our data showed small intestinal GIST are more aggressive than gastric GIST.The NIH risk assessment correlated with disease-free survival foreither gastric GIST or small intestinal GIST.Immunohistochemical analysis revealed that Ki-67 labeling indexes(LIs) < 5% predicted higher disease-specific survival(DSS) in gastric and small intestinal GIST.CD44s positivity and PTEN LIs ≥ 50% correlated with higher DSS in gastric GIST.MMP-9 and TIMP-1 had no correlation with survival.Multimarker analysis revealed that the expression pattern of PTEN LIs ≥ 50% combined with Ki-67 LIs < 5% and CD44s positivity reliably predicted favorable outcomes for gastric GIST(P = 0.009),as did the combination of PTEN LIs ≥ 50% and Ki-67 LIs < 5% for small intestinal GIST(P = 0.011).Authors also found that high NIH risk grade was correlated with DSS in patients with gastric GIST and disease-free survival in patients with small intestinal GIST.CONCLUSION:PTEN LIs ≥ 50%,Ki-67 LIs < 5% and CD44s positivity provides an accurate,favorable prognosis for gastric GIST.PTEN LIs ≥ 50% and Ki-67 LIs < 5% does the same for small intestinal GIST.Ki-67 LIs enhances the NIH assessment. 展开更多
关键词 Gastrointestinal stromal tumor PROGNOSIS PTEN KI-67 CD44S
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