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BLAC:注意力机制时序网络流量异常检测模型 被引量:2
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作者 李婧 周师严 《现代电子技术》 2023年第4期91-96,共6页
入侵检测的难点之一是如何准确识别流量数据的异常特征。文中提出一个基于卷积神经网络(CNN)、双向长短期记忆网络(Bi-LSTM)和注意力(Attention)的时序流量异常检测模型,即BLAC。为提高BLAC模型的特征提取准确度,使用CNN提取流量数据中... 入侵检测的难点之一是如何准确识别流量数据的异常特征。文中提出一个基于卷积神经网络(CNN)、双向长短期记忆网络(Bi-LSTM)和注意力(Attention)的时序流量异常检测模型,即BLAC。为提高BLAC模型的特征提取准确度,使用CNN提取流量数据中的空间特征,利用Bi-LSTM提取流量数据的完整时间特征,解决Attention难以对复杂时间序列数据位置信息进行编码的问题。通过对Attention权重的可视化分析,推测出异常在窗口中发生的时间点。使用雅虎的Webscope S5数据集进行对比试验,结果表明,BLAC模型的性能优于其他SOTA模型,其中关键指标召回率高达98.69%,表示二分类精确度的F1得分达到97.73%。 展开更多
关键词 异常检测 blac模型 特征提取 注意力机制 卷积神经网络 时序网络流量 对比试验
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Establishment and application of the screening model of the Mycobacterium tuberculosis β-lactamase BlaC inhibitors 被引量:1
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作者 刘忆霜 郑佳音 +2 位作者 黄树超 关艳 肖春玲 《Journal of Chinese Pharmaceutical Sciences》 CAS CSCD 2016年第3期189-195,共7页
With the continuous emergence and rapid spread of multidrug-resistant and extensively-drug-resistant Mycobacterium tuberculosis strains, it is imperative to develop novel therapies against this bacterium. The intrins... With the continuous emergence and rapid spread of multidrug-resistant and extensively-drug-resistant Mycobacterium tuberculosis strains, it is imperative to develop novel therapies against this bacterium. The intrinsic β-lactam resistance of M. tuberculosis is primarily due to the production of an Ambler class-A β-lactamase BlaC, which limits the application of β-lactam antibiotics in the treatment of tuberculosis. Therefore, the inhibitors of BlaC could be novel anti-tuberculosis drug synergistic agents to recover the sensibility of M. Tuberculosis to the β-lactam antibiotics. In the present study, BlaC of M. tuberculosis was expressed and purified to establish a screening model of the BlaC inhibitors. The screening conditions were determined, and the screening model was evaluated to fit for the high throughput screening. A total of 22 BlaC inhibitors were screened out from 26 400 compound samples with a positive rate of 0.083%. Taken together, our findings lay the foundation for the discovery of novel anti-tuberculosis drug synergistic agents in clinic. 展开更多
关键词 Mycobacterium tuberculosis Β-LACTAMASE blac High-through screening model Anti-tuberculosis drug synergistic agents
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