Abnormal Detection Research Based on Outlier Mining

被引：4

作者：

Zhang, Lei ^{[1
]}

Liu, Changjiang ^{[2
]}

Chen, Yong ^{[3
]}

Lao, Shaowen ^{[4
]}

机构：

[1] Hexi Univ, Informat Technol Ctr, Zhangye 734000, Gansu, Peoples R China

[2] Troops 32153 PLA, XuanHua 075100, Hebei, Peoples R China

[3] Army Artillery Training base, XuanHua 075100, Hebei, Peoples R China

[4] Hexi Univ, Informat Technol & Media Inst, Zhangye 734000, Gansu, Peoples R China

来源：

2018 11TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION (ICICTA 2018) | 2018年

关键词：

Data mining; Abnormal detection; Outlier Mining;

D O I：

10.1109/ICICTA.2018.00009

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper introduces the latest development of intrusion detection based on data mining, and studies the key technologies of network intrusion detection based on data mining, especially outlier mining. A anomaly detection model based on outlier mining is proposed. The model firstly preprocesses the data and sets the normal sample set, calculates the outlier score of each sample in the normal sample set, and combines it with the specified outlier value threshold. The normal behavior profile is formed, which can be used as the basis for detection.

引用

页码：5 / 7

页数：3

共 50 条

[21] Outlier Detection Algorithms in Data Mining Systems
M. I. Petrovskiy
Programming and Computer Software, 2003, 29 : 228 - 237
[22] A Comparative Study of Cluster Based Outlier Detection, Distance Based Outlier Detection and Density Based Outlier Detection Techniques
Mandhare, Harshada C.
Idate, S. R.
2017 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND CONTROL SYSTEMS (ICICCS), 2017, : 931 - 935
[23] A Research on the Outlier Data Mining of Tracking Ships
Li, Huifen
Xue, Guohu
Chen, Hongying
Dai, Zhengxu
Di, Liping
MACHINERY, MATERIALS SCIENCE AND ENERGY ENGINEERING, 2015, : 824 - 830
[24] Outlier Detection: Applications and Techniques in Data Mining
Bansal, Rashi
Gaur, Nishant
Singh, Shailendra Narayan
2016 6TH INTERNATIONAL CONFERENCE - CLOUD SYSTEM AND BIG DATA ENGINEERING (CONFLUENCE), 2016, : 373 - 377
[25] Outlier detection algorithms in data mining systems
Petrovskij, M.I.
Programmirovanie, 2003, 29 (04):
[26] 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
[27] Outlier mining in criminal networks: the role of machine learning and outlier detection models
Toledo, Alex S. O.
Carpi, Laura C.
Atman, Allbens P. F.
Scarpelli, A. P. Baeta
JOURNAL OF COMPUTATIONAL SOCIAL SCIENCE, 2025, 8 (02):
[28] 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
[29] Detection of Abnormal ECG Waveform Based on Linkage Pattern Mining
Lee, Saerom
Sugimoto, Kaiji
Okada, Yoshifumi
2017 INTERNATIONAL CONFERENCE ON BIOMETRICS AND KANSEI ENGINEERING (ICBAKE), 2017, : 37 - 41
[30] Abnormal Detection of Wind Turbine Based on SCADA Data Mining
Tao, Liang
Qian Siqi
Zhang, Yingjuan
Shi, Huan
MATHEMATICAL PROBLEMS IN ENGINEERING, 2019, 2019

← 1 2 3 4 5 →