Discovering cluster-based local outliers

被引：639

作者：

He, ZY ^{[1
]}

Xu, XF ^{[1
]}

Deng, SC ^{[1
]}

机构：

[1] Harbin Inst Technol, Dept Comp Sci & Engn, Harbin 150001, Peoples R China

来源：

PATTERN RECOGNITION LETTERS | 2003年 / 24卷 / 9-10期

关键词：

outlier detection; clustering; data mining;

D O I：

10.1016/S0167-8655(03)00003-5

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, we present a new definition for outlier: cluster-based local outlier, which is meaningful and provides importance to the local data behavior. A measure for identifying the physical significance of an outlier is designed, which is called cluster-based local outlier factor (CBLOF). We also propose the FindCBLOF algorithm for discovering outliers. The experimental results show that our approach outperformed the existing methods on identifying meaningful and interesting outliers. (C) 2003 Elsevier Science B.V. All rights reserved.

引用

页码：1641 / 1650

页数：10

共 50 条

[21] Cluster-based evaluation in fuzzy-genetic data mining [J].

Chen, Chun-Hao ;

Tseng, Vincent S. ;

Hong, Tzung-Pei .

IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2008, 16 (01) :249-262

[22] A Cluster-Based Routing Algorithm for VANET [J].

Jalalvandi, Samira ;

Rafeh, Reza .

2016 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS (ICCC), 2016, :2068-2072

[23] A cluster-based opposition differential evolution algorithm boosted by a local search for ECG signal classification [J].

Pourvahab, Mehran ;

Mousavirad, Seyed Jalaleddin ;

Felizardo, Virginie ;

Pombo, Nuno ;

Zacarias, Henriques ;

Mohammadigheymasi, Hamzeh ;

Pais, Sebastiao ;

Jafari, Seyed Nooreddin ;

Garcia, Nuno M. .

JOURNAL OF COMPUTATIONAL SCIENCE, 2025, 86

[24] Finding centric local outliers in categorical/numerical spaces [J].

Yu, JX ;

Qian, WN ;

Lu, HJ ;

Zhou, AY .

KNOWLEDGE AND INFORMATION SYSTEMS, 2006, 9 (03) :309-338

[25] Finding centric local outliers in categorical/numerical spaces [J].

Jeffrey Xu Yu ;

Weining Qian ;

Hongjun Lu ;

Aoying Zhou .

Knowledge and Information Systems, 2006, 9 :309-338

[26] Using Ant Colony Optimization to Build Cluster-Based Classification Systems [J].

Salama, Khalid M. ;

Abdelbar, Ashraf M. .

SWARM INTELLIGENCE, 2016, 9882 :210-222

[27] Cluster-based instance selection for machine classification [J].

Czarnowski, Ireneusz .

KNOWLEDGE AND INFORMATION SYSTEMS, 2012, 30 (01) :113-133

[28] A novel framework for cluster-based sensor fusion [J].

Wang, Xue ;

Wang, Sheng ;

Jiang, Aiguo .

2006 IMACS: MULTICONFERENCE ON COMPUTATIONAL ENGINEERING IN SYSTEMS APPLICATIONS, VOLS 1 AND 2, 2006, :2033-+

[29] Output Regularization With Cluster-Based Soft Targets [J].

Mei, Jian-Ping ;

Qiu, Wenhao ;

Chen, Defang ;

Yan, Rui ;

Fan, Jing .

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, 35 (08) :11463-11474

[30] Cluster-Based Prediction for Batteries in Data Centers [J].

Haider, Syed Naeem ;

Zhao, Qianchuan ;

Li, Xueliang .

ENERGIES, 2020, 13 (05)

← 1 2 3 4 5 →