Immunodominance clone algorithms

Hai Feng Du; Li Cheng Jiao; Ruo Chen Liu

Immunodominance clone algorithms

Hai Feng Du
, Li Cheng Jiao
, Ruo Chen Liu

Xidian University

Research output: Contribution to journal › Article › peer-review

12 Scopus citations

Abstract

Inspired by the biology immune system, the concept of Immunodominance in immunology is introduced to Artificial Immune System (AIS) in this paper. In AIS, the concept includes two parts, antibody-immunodominance and antigen- immunodominance. Based on the clonal selection theory, a new hybrid AIS algorithm, namely ImmunoDominance Clone Algorithm (IDCA), with antibody-immunodominance is put forward. Compared with gene algorithms, IDCA is shown to be an evolutionary strategy capable of solving complex machine learning tasks, like 0-1 knapsack problem.

Original language	English
Pages (from-to)	1918-1924
Number of pages	7
Journal	Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology
Volume	26
Issue number	12
State	Published - Dec 2004
Externally published	Yes

Keywords

Artificial immune system
Clone
Genetic algorithms
Immunodominance

Cite this

@article{1d841a0a0c3544a4a17280c489f24c78,

title = "Immunodominance clone algorithms",

abstract = "Inspired by the biology immune system, the concept of Immunodominance in immunology is introduced to Artificial Immune System (AIS) in this paper. In AIS, the concept includes two parts, antibody-immunodominance and antigen- immunodominance. Based on the clonal selection theory, a new hybrid AIS algorithm, namely ImmunoDominance Clone Algorithm (IDCA), with antibody-immunodominance is put forward. Compared with gene algorithms, IDCA is shown to be an evolutionary strategy capable of solving complex machine learning tasks, like 0-1 knapsack problem.",

keywords = "Artificial immune system, Clone, Genetic algorithms, Immunodominance",

author = "Du, \{Hai Feng\} and Jiao, \{Li Cheng\} and Liu, \{Ruo Chen\}",

year = "2004",

month = dec,

language = "英语",

volume = "26",

pages = "1918--1924",

journal = "Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology",

issn = "1009-5896",

publisher = "Science Press ",

number = "12",

}

TY - JOUR

T1 - Immunodominance clone algorithms

AU - Du, Hai Feng

AU - Jiao, Li Cheng

AU - Liu, Ruo Chen

PY - 2004/12

Y1 - 2004/12

N2 - Inspired by the biology immune system, the concept of Immunodominance in immunology is introduced to Artificial Immune System (AIS) in this paper. In AIS, the concept includes two parts, antibody-immunodominance and antigen- immunodominance. Based on the clonal selection theory, a new hybrid AIS algorithm, namely ImmunoDominance Clone Algorithm (IDCA), with antibody-immunodominance is put forward. Compared with gene algorithms, IDCA is shown to be an evolutionary strategy capable of solving complex machine learning tasks, like 0-1 knapsack problem.

AB - Inspired by the biology immune system, the concept of Immunodominance in immunology is introduced to Artificial Immune System (AIS) in this paper. In AIS, the concept includes two parts, antibody-immunodominance and antigen- immunodominance. Based on the clonal selection theory, a new hybrid AIS algorithm, namely ImmunoDominance Clone Algorithm (IDCA), with antibody-immunodominance is put forward. Compared with gene algorithms, IDCA is shown to be an evolutionary strategy capable of solving complex machine learning tasks, like 0-1 knapsack problem.

KW - Artificial immune system

KW - Clone

KW - Genetic algorithms

KW - Immunodominance

UR - https://www.scopus.com/pages/publications/12844267562

M3 - 文章

AN - SCOPUS:12844267562

SN - 1009-5896

VL - 26

SP - 1918

EP - 1924

JO - Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology

JF - Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology

IS - 12

ER -

Immunodominance clone algorithms

Abstract

Keywords

Other files and links

Fingerprint

Cite this