Computer Forensic Using Lazy Local Bagging Predictors

被引:0
|
作者
邱卫东 [1 ]
鲍诚毅 [1 ]
朱兴全 [2 ]
机构
[1] School of Information Security Engineering,Shanghai Jiaotong University,Shanghai 200240,China
[2] Department of Computer Science & Engineering,Florida Atlantic University,Boca Raton,FL 33431,USA
基金
中国国家自然科学基金;
关键词
computer forensic; data mining; classification; lazy learning; bagging; ensemble learning;
D O I
暂无
中图分类号
TP399-C2 [];
学科分类号
081203 ; 0835 ;
摘要
In this paper,we study the problem of employ ensemble learning for computer forensic.We propose a Lazy Local Learning based bagging(L~3B) approach,where base earners are trained from a small instance subset surrounding each test instance.More specifically,given a test instance x,L~3B first discovers x’s k nearest neighbours,and then applies progressive sampling to the selected neighbours to train a set of base classifiers,by using a given very weak(VW) learner.At the last stage,x is labeled as the most frequently voted class of all base classifiers.Finally,we apply the proposed L~3B to computer forensic.
引用
收藏
页码:94 / 97
页数:4
相关论文
共 50 条
  • [21] Estimation of acute oral toxicity in rat using local lazy learning
    Lu, Jing
    Peng, Jianlong
    Wang, Jinan
    Shen, Qiancheng
    Bi, Yi
    Gong, Likun
    Zheng, Mingyue
    Luo, Xiaomin
    Zhu, Weiliang
    Jiang, Hualiang
    Chen, Kaixian
    JOURNAL OF CHEMINFORMATICS, 2014, 6
  • [22] Empirical study of bagging predictors on medical data
    Liang, Guohua
    Zhang, Chengqi
    Conferences in Research and Practice in Information Technology Series, 2010, 121 : 31 - 40
  • [23] Estimation of acute oral toxicity in rat using local lazy learning
    Jing Lu
    Jianlong Peng
    Jinan Wang
    Qiancheng Shen
    Yi Bi
    Likun Gong
    Mingyue Zheng
    Xiaomin Luo
    Weiliang Zhu
    Hualiang Jiang
    Kaixian Chen
    Journal of Cheminformatics, 6
  • [24] Bagging binary and quantile predictors for time series
    Lee, Tae-Hwy
    Yang, Yang
    JOURNAL OF ECONOMETRICS, 2006, 135 (1-2) : 465 - 497
  • [25] Bagging predictors for estimation of software project effort
    Braga, Petronio L.
    Oliveira, Adriano L. I.
    Ribeiro, Gustavo H. T.
    Meira, Silvio R. L.
    2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 1595 - +
  • [26] BAGGING CEMENT FOR LOCAL MARKETS.
    Punt, Ernie
    1600, (16):
  • [28] Computer Forensic Tool using History and Feedback Approach
    Jain, Nilakshi
    Kalbande, Dhananjay R.
    2015 4TH INTERNATIONAL CONFERENCE ON RELIABILITY, INFOCOM TECHNOLOGIES AND OPTIMIZATION (ICRITO) (TRENDS AND FUTURE DIRECTIONS), 2015,
  • [29] Bagging of EEG signals for Brain Computer Interface
    Akilandeswari, K.
    Nasira, G. M.
    2014 WORLD CONGRESS ON COMPUTING AND COMMUNICATION TECHNOLOGIES (WCCCT 2014), 2014, : 71 - +
  • [30] PREDICTION OF PLASMA PROTEIN BINDING USING GENETIC ALGORITHMS AND LOCAL LAZY REGRESSIONS
    Narayanan, R.
    Singh, Vijay
    Gunturi, Sitarama
    DRUG METABOLISM REVIEWS, 2014, 45 : 159 - 159