An artificial immune system for data analysis

Jon Timmis; Mark Neal; John Hunt

doi:10.1016/S0303-2647(99)00092-1

An artificial immune system for data analysis

Jon Timmis^*, Mark Neal, John Hunt

^*Awdur cyfatebol y gwaith hwn

Adran Cyfrifiadureg

Allbwn ymchwil: Cyfraniad at gyfnodolyn › Erthygl › adolygiad gan gymheiriaid

358 Dyfyniadau (Scopus)

Crynodeb

We present a simplified view of those parts of the human immune system which can be used to provide the basis for a data analysis tool. The motivation for and reasoning behind such a model is given and the desire for a 'transparent' model and meaningful visualization and interpretation techniques is noted. A minimalist formulation of an artificial immune system and some of its behaviour is described. A simple implementation and a suitable visualization technique are demonstrated using some trivial data and the famous 'iris' data set.

Iaith wreiddiol	Saesneg
Tudalennau (o-i)	143-150
Nifer y tudalennau	8
Cyfnodolyn	BioSystems
Cyfrol	55
Rhif cyhoeddi	1-3
Dynodwyr Gwrthrych Digidol (DOIs)	https://doi.org/10.1016/S0303-2647(99)00092-1
Statws	Cyhoeddwyd - Chwef 2000

Mynediad at Ddogfen

10.1016/S0303-2647(99)00092-1

Cysylltiad parhaol

Dolen barhaus

Ffeiliau eraill a chysylltiadau

Dolen i’r cyhoeddiad yn Scopus

Dyfynnu hyn

@article{7a7901ebc5df4b8e894983d638caf6ca,

title = "An artificial immune system for data analysis",

abstract = "We present a simplified view of those parts of the human immune system which can be used to provide the basis for a data analysis tool. The motivation for and reasoning behind such a model is given and the desire for a 'transparent' model and meaningful visualization and interpretation techniques is noted. A minimalist formulation of an artificial immune system and some of its behaviour is described. A simple implementation and a suitable visualization technique are demonstrated using some trivial data and the famous 'iris' data set.",

keywords = "Artificial immune system, Cluster analysis, Immune network, Self organising, Unsupervised machine learning, Visualisation, T-Lymphocytes/immunology, Humans, Antigen-Antibody Reactions, B-Lymphocytes/immunology, Immune System, Models, Biological, Antibody Formation, Immunity, Cellular",

author = "Jon Timmis and Mark Neal and John Hunt",

year = "2000",

month = feb,

doi = "10.1016/S0303-2647(99)00092-1",

language = "English",

volume = "55",

pages = "143--150",

journal = "BioSystems",

issn = "0303-2647",

publisher = "Elsevier",

number = "1-3",

}

TY - JOUR

T1 - An artificial immune system for data analysis

AU - Timmis, Jon

AU - Neal, Mark

AU - Hunt, John

PY - 2000/2

Y1 - 2000/2

N2 - We present a simplified view of those parts of the human immune system which can be used to provide the basis for a data analysis tool. The motivation for and reasoning behind such a model is given and the desire for a 'transparent' model and meaningful visualization and interpretation techniques is noted. A minimalist formulation of an artificial immune system and some of its behaviour is described. A simple implementation and a suitable visualization technique are demonstrated using some trivial data and the famous 'iris' data set.

AB - We present a simplified view of those parts of the human immune system which can be used to provide the basis for a data analysis tool. The motivation for and reasoning behind such a model is given and the desire for a 'transparent' model and meaningful visualization and interpretation techniques is noted. A minimalist formulation of an artificial immune system and some of its behaviour is described. A simple implementation and a suitable visualization technique are demonstrated using some trivial data and the famous 'iris' data set.

KW - Artificial immune system

KW - Cluster analysis

KW - Immune network

KW - Self organising

KW - Unsupervised machine learning

KW - Visualisation

KW - T-Lymphocytes/immunology

KW - Humans

KW - Antigen-Antibody Reactions

KW - B-Lymphocytes/immunology

KW - Immune System

KW - Models, Biological

KW - Antibody Formation

KW - Immunity, Cellular

UR - http://www.scopus.com/inward/record.url?scp=0034023975&partnerID=8YFLogxK

U2 - 10.1016/S0303-2647(99)00092-1

DO - 10.1016/S0303-2647(99)00092-1

M3 - Article

C2 - 10745118

AN - SCOPUS:0034023975

SN - 0303-2647

VL - 55

SP - 143

EP - 150

JO - BioSystems

JF - BioSystems

IS - 1-3

ER -

An artificial immune system for data analysis

Crynodeb

Mynediad at Ddogfen

Cysylltiad parhaol

Ffeiliau eraill a chysylltiadau

Ôl bys

Dyfynnu hyn