Conformality in the self-organization network

被引：10

作者：

Liou, CY ^{[1
]}

Tai, WP ^{[1
]}

机构：

[1] Natl Taiwan Univ, Dept Comp Sci & Informat Engn, Taipei 10636, Taiwan

来源：

ARTIFICIAL INTELLIGENCE | 2000年 / 116卷 / 1-2期

关键词：

conformality; self-oganization network; natural coordinate; data manifold; deformation measure; simplices; learning algorithm; pattern recognition;

D O I：

10.1016/S0004-3702(99)00093-4

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The conformality of the self-organizing network is studied in this work. We use multi-dimensional deformation analyses to interpret the self-organizing mapping, It can be shown that this mapping is quasi-conformal with a convergent deformation bound. Based on analyses, a deformation measure and a non-conformality measure are derived to indicate the evolution status of the network. These measures can serve as new criteria to evolve the network. We test these measures with simulations on surface mapping problems. (C) 2000 Elsevier Science B.V. All rights reserved.

引用

页码：265 / 286

页数：22

共 50 条

[1] Self-organization in network glasses
Thorpe, MF
Jacobs, DJ
Chubynsky, MV
Phillips, JC
[J]. JOURNAL OF NON-CRYSTALLINE SOLIDS, 2000, 266 : 859 - 866
[2] SELF-ORGANIZATION IN A PERCEPTUAL NETWORK
LINSKER, R
[J]. COMPUTER, 1988, 21 (03) : 105 - 117
[3] Network Self-Organization in the Internet of Things
Athreya, Arjun P.
Tague, Patrick
[J]. 2013 IEEE INTERNATIONAL WORKSHOP OF INTERNET-OF-THINGS NETWORKING AND CONTROL (IOT-NC), 2013, : 25 - 33
[4] Self-organization and rigidity in network glasses
Chubynsky, MV
Thorpe, MF
[J]. CURRENT OPINION IN SOLID STATE & MATERIALS SCIENCE, 2001, 5 (06): : 525 - 532
[5] Self-Organization in Network Sociotechnical Systems
Maltseva, Svetlana
Kornilov, Vasily
Barakhnin, Vladimir
Gorbunov, Alexander
[J]. COMPLEXITY, 2022, 2022
[6] Self-Organization in an Artificial Immune Network System
Franzolini, Julien
Olivier, Damien
[J]. COMPLEX SYSTEMS AND SELF-ORGANIZATION MODELLING, 2009, : 71 - 82
[7] Mechanical self-organization of Pt nanocoil network
Muraoka, Mikio
Zhao, Xu
Kamihara, Nobuyuki
[J]. NANOTECHNOLOGY, 2020, 31 (01)
[8] Self-organization applied to dynamic network layout
Geipel, Markus M.
[J]. INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 2007, 18 (10): : 1537 - 1549
[9] Modification of Neural Network by the Self-Organization Method
Neusipin, K. A.
Sholohov, D. O.
[J]. SIBCON-2009: INTERNATIONAL SIBERIAN CONFERENCE ON CONTROL AND COMMUNICATIONS, 2009, : 121 - 123
[10] NEURAL NETWORK, SELF-ORGANIZATION AND OBJECT EXTRACTION
GHOSH, A
PAL, SK
[J]. PATTERN RECOGNITION LETTERS, 1992, 13 (05) : 387 - 397

← 1 2 3 4 5 →