Novelty detection using Self-Organizing Maps

被引：0

作者：

Ypma, A ^{[1
]}

Duin, RPW ^{[1
]}

机构：

[1] Delft Univ Technol, Fac Appl Phys, Pattern Recognit Grp, NL-2628 CJ Delft, Netherlands

来源：

PROGRESS IN CONNECTIONIST-BASED INFORMATION SYSTEMS, VOLS 1 AND 2 | 1998年

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Failure detection in process monitoring involves a classification mainly on the basis of data from normal operation. When a Self-Organizing Map is used for the description of normal system behaviour, a compatibility measure is needed for declaring a map and a dataset as matching. We propose a novel variant of one such measure and investigate usefulness of consisting and novel measures both with synthetic data and in two real world applications.

引用

页码：1322 / 1325

页数：4

共 50 条

[41] Asynchronous self-organizing maps
Benson, MW
Hu, J
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2000, 11 (06): : 1315 - 1322
[42] SORTING WITH SELF-ORGANIZING MAPS
BUDINICH, M
[J]. NEURAL COMPUTATION, 1995, 7 (06) : 1188 - 1190
[43] Border detection on remote sensing satellite data using self-organizing maps
Marques, Nuno C.
Chen, Ning
[J]. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2003, 2902 : 294 - 307
[44] Border detection on remote sensing satellite data using self-organizing maps
Marques, NC
Chen, N
[J]. PROGRESS IN ARTIFICIAL INTELLIGENCE-B, 2003, 2902 : 294 - 307
[45] Using artificial neural networks and self-organizing maps for detection of airframe icing
Johnson, Matthew D.
Rokhsaz, Kamran
[J]. 1600, American Inst. Aeronautics and Astronautics Inc. (38):
[46] Spam review detection using self-organizing maps and convolutional neural networks
Neisari, Ashraf
Rueda, Luis
Saad, Sherif
[J]. COMPUTERS & SECURITY, 2021, 106
[47] On detection of confused blood samples using self-organizing maps and genetic algorithm
Ohtsuka, A
Kamiura, N
Isokawa, T
Matsui, N
[J]. ICONIP'02: PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING: COMPUTATIONAL INTELLIGENCE FOR THE E-AGE, 2002, : 2233 - 2238
[48] Fault Detection, Diagnosis and Prediction in Electrical Valves Using Self-Organizing Maps
Luiz Fernando Gonçalves
Jefferson Luiz Bosa
Tiago Roberto Balen
Marcelo Soares Lubaszewski
Eduardo Luis Schneider
Renato Ventura Henriques
[J]. Journal of Electronic Testing, 2011, 27 : 551 - 564
[49] A new method of pipeline detection in sonar imagery using self-organizing maps
Puttipipatkajorn, A
Jouvencel, B
Salgado-Jimenez, T
[J]. IROS 2003: PROCEEDINGS OF THE 2003 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-4, 2003, : 541 - 546
[50] Multiple outlier detection in multivariate data using self-organizing maps title
Ashok K. Nag
Amit Mitra
Sharmishtha Mitra
[J]. Computational Statistics, 2005, 20 : 245 - 264

← 1 2 3 4 5 →