Study and application of a novel method of outlier mining

被引:0
|
作者
CIMS Center, Tongji University, Shanghai 200092, China [1 ]
不详 [2 ]
不详 [3 ]
机构
来源
Kongzhi yu Juece Control Decis | 2006年 / 5卷 / 563-566+571期
关键词
Algorithms - Applications - Data processing - Equipment - Industry;
D O I
暂无
中图分类号
学科分类号
摘要
Outlier mining is an important part of data mining. Combining ant colony algorithm with k-means algorithm, excellent results of clustering analysis are obtained. Then, a novel measure for identifying the physical significance of an outlier is designed by some permanents of ant colony algorithm and k-means algorithm, which is called cluster-based outlier index. The Find Ant_CO(t) algorithm for discovering outliers is proposed. Based on the models, the equipment process is optimized and the faults are monitored.
引用
收藏
相关论文
共 50 条
  • [31] Novel Outlier Detection Method for Improving Industrial Process Monitoring
    Zhang, Yanfeng
    PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 1155 - 1159
  • [32] An Outlier Mining Algorithm Based on Dissimilarity
    Zhou, Ming-jian
    Chen, Xue-jiao
    2011 INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND NEURAL COMPUTING (FSNC 2011), VOL II, 2011, : 289 - 291
  • [33] Enhanced approach for mining local outlier
    Jiang, Shengyi
    Li, Qinghua
    Wang, Hui
    Meng, Zhonglou
    Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2005, 42 (02): : 210 - 216
  • [34] Authenticated Outlier Mining for Outsourced Databases
    Dong, Boxiang
    Wang, Hui
    Monreale, Anna
    Pedreschi, Dino
    Giannotti, Fosca
    Guo, Wenge
    IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, 2020, 17 (02) : 222 - 235
  • [35] A fast greedy algorithm for outlier mining
    He, Zengyou
    Deng, Shengchun
    Xu, Xiaofei
    Huang, Joshua Zhexue
    ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PROCEEDINGS, 2006, 3918 : 567 - 576
  • [36] A novel probabilistic method for robust parametric identification and outlier detection
    Yuen, Ka-Veng
    Mu, He-Qing
    PROBABILISTIC ENGINEERING MECHANICS, 2012, 30 : 48 - 59
  • [37] A Novel Image Registration method Based on Geometrical Outlier Removal
    Yang, Han
    Li, Xiaorun
    Chen, Shuhan
    ALGORITHMS, TECHNOLOGIES, AND APPLICATIONS FOR MULTISPECTRAL AND HYPERSPECTRAL IMAGERY XXV, 2019, 10986
  • [38] An Efficient Model for Mining Outlier Opinions
    Hassan, Neama
    Abd-Elmegid, Laila A.
    Helmy, Yehia K.
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2020, 11 (05) : 146 - 153
  • [39] An Outlier Mining Algorithm Based on Dissimilarity
    Zhou, Ming-jian
    Chen, Xue-jiao
    2011 INTERNATIONAL CONFERENCE OF ENVIRONMENTAL SCIENCE AND ENGINEERING, VOL 12, PT B, 2012, 12 : 810 - 814
  • [40] Data Streams Oriented Outlier Detection Method: A Fast Minimal Infrequent Pattern Mining
    Zhou, ZhongYu
    Pi, DeChang
    INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY, 2021, 18 (06) : 864 - 870