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基于遗传算法的改进模糊C均值算法在入侵检测中的应用
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科技导报 | 研究论文 2010, 28(15): 49-52
基于遗传算法的改进模糊C均值算法在入侵检测中的应用
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孙秀娟
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    黑龙江科技学院理学院,哈尔滨 150027

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孙秀娟
IDS Method Based on Genetic Improved Fuzzy C-Means
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出版时间: 2010-07-13
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为克服模糊C均值(FCM)算法对初始化极为敏感且容易陷入局部最优的缺点,将遗传算法和改进的模糊C均值聚类算法相结合,并以检测率和误检测率作为入侵检测算法性能评价的指标,对FCM、改进的FCM、基于遗传的改进FCM 3种聚类算法的入侵检测性能进行仿真分析。仿真实验表明,结合遗传和FCM两种算法的混合算法能够实现优势互补。由于该算法结合了遗传算法,使整个算法的复杂度增加。从入侵检测看,通过增加处理时间而提高了入侵检测率。
模糊C均值算法  /  入侵检测  /  遗传算法  /  模糊聚类
In order to overcome the shortcomings of the algorithm of Fuzzy C-Means (FCM), namely, the extreme sensitivity to the initial data and the liability to come to local optimum points, this paper proposes a combination of the genetic algorithms and the improved fuzzy C average value methods and the use of the examination rate and the mistaken examination rate as the evaluation indices for the invasion examination algorithm performance. The simulation analysis is carried out for the invasion examination performance of three kinds of algorithms related to FCM, improved FCM and improved FCM based on the heredity. The result indicates that the method, based on the genetic improved FCM algorithm (GIFCM) enjoys higher examination rate and lower mistaken examination rate. This algorithm can find an effective application in exceptionally invasion examination.
Fuzzy C-Means  /  ID  /  genetic algorithm  /  fuzzy clustering
孙秀娟. 基于遗传算法的改进模糊C均值算法在入侵检测中的应用. 科技导报, 2010 , 28 (15) : 49 -52 .
. IDS Method Based on Genetic Improved Fuzzy C-Means[J]. Science & Technology Review, 2010 , 28 (15) : 49 -52 .
2010年第28卷第15期
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  • 接收时间:2009-08-20
  • 首发时间:2010-07-13
  • 出版时间:2010-07-13
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  • 收稿日期:2009-08-20
  • 修回日期:2010-06-02
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2种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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