Artificial Immune Recognition System (AIRS): An Immune-Inspired Supervised Learning Algorithm

Authors:
Andrew Watkins;Jon Timmis;Lois Boggess
Affiliations:
Computing Laboratory, University of Kent, UK CT2 7NF;Computing Laboratory, University of Kent, UK CT2 7NF;Department of Computer Science and Engineering, Mississippi State University, USA
Venue:
Genetic Programming and Evolvable Machines
Year:
2004

Citing 14
Cited 60

The immune system, adaptation, and machine learning

Physica D
A Rosetta stone for connectionism

CNLS '89 Proceedings of the ninth annual international conference of the Center for Nonlinear Studies on Self-organizing, Collective, and Cooperative Phenomena in Natural and Artificial Computing Networks on Emergent computation
An introduction to genetic algorithms

An introduction to genetic algorithms
Swarm intelligence: from natural to artificial systems

Swarm intelligence: from natural to artificial systems
Swarm intelligence

Swarm intelligence
Neural Networks for Pattern Recognition

Neural Networks for Pattern Recognition
Machine Learning

Machine Learning
Artificial Immune Systems: A New Computational Intelligence Paradigm

Artificial Immune Systems: A New Computational Intelligence Paradigm
Hints for Adaptive Problem Solving Gleaned from Immune Networks

PPSN I Proceedings of the 1st Workshop on Parallel Problem Solving from Nature
Self-Nonself Discrimination in a Computer

SP '94 Proceedings of the 1994 IEEE Symposium on Security and Privacy
Architecture for an Artificial Immune System

Evolutionary Computation
Neural Networks: A Comprehensive Foundation (3rd Edition)

Neural Networks: A Comprehensive Foundation (3rd Edition)
Towards an artificial immune system for network intrusion detection: an investigation of dynamic clonal selection

CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02
A new classifier based on resource limited artificial immune systems

CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02

The application of antigenic search techniques to time series forecasting

GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Multi-class iteratively refined negative selection classifier

Applied Soft Computing
An expert system based on principal component analysis, artificial immune system and fuzzy k-NN for diagnosis of valvular heart diseases

Computers in Biology and Medicine
A hybrid method based on artificial immune system and fuzzy k-NN algorithm for diagnosis of heart valve diseases

Expert Systems with Applications: An International Journal
Theoretical advances in artificial immune systems

Theoretical Computer Science
A Supervised Classifier Based on Artificial Immune System

ICCS '07 Proceedings of the 7th international conference on Computational Science, Part II
Hybrid Systems and Artificial Immune Systems: Performances and Applications to Biomedical Research

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks
Credit Card Fraud Detection with Artificial Immune System

ICARIS '08 Proceedings of the 7th international conference on Artificial Immune Systems
Artificial Immune Recognition System with Nonlinear Resource Allocation Method and Application to Traditional Malay Music Genre Classification

ICARIS '08 Proceedings of the 7th international conference on Artificial Immune Systems
Flexible Immune Network Recognition System for Mining Heterogeneous Data

ICARIS '08 Proceedings of the 7th international conference on Artificial Immune Systems
Artificial immune-based supervised classifier for land-cover classification

International Journal of Remote Sensing
A negative selection algorithm for classification and reduction of the noise effect

Applied Soft Computing
Clone selection programming and its application to symbolic regression

Expert Systems with Applications: An International Journal
Induction machine fault detection using clone selection programming

Expert Systems with Applications: An International Journal
Immune K-means and negative selection algorithms for data analysis

Information Sciences: an International Journal
Prediction of protein cellular localization sites using a hybrid method based on artificial immune system and fuzzy k-NN algorithm

Digital Signal Processing
2009 Special Issue: A novel multi-epitopic immune network model hybridized with neural theory and fuzzy concept

Neural Networks
On AIRS and Clonal Selection for Machine Learning

ICARIS '09 Proceedings of the 8th International Conference on Artificial Immune Systems
Application of AIS Based Classification Algorithms to Detect Overloaded Areas in Power System Networks

ICARIS '09 Proceedings of the 8th International Conference on Artificial Immune Systems
Unsupervised Structure Damage Classification Based on the Data Clustering and Artificial Immune Pattern Recognition

ICARIS '09 Proceedings of the 8th International Conference on Artificial Immune Systems
Artificial immune pattern recognition for structure damage classification

Computers and Structures
Review: The use of computational intelligence in intrusion detection systems: A review

Applied Soft Computing
Computer-aided diagnosis of thyroid malignancy using an artificial immune system classification algorithm

IEEE Transactions on Information Technology in Biomedicine - Special section on computational intelligence in medical systems
Improving the accuracy of AIRS by incorporating real world tournament selection in resource competition phase

CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
A hybrid fuzzy neuro-immune network based on multi-epitope approach

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
A comparison of traditional and Simple Artificial Immune System (SAIS) techniques in consumer credit scoring

International Journal of Artificial Intelligence and Soft Computing
Artificial immune systems for classification of petroleum well drilling operations

ICARIS'07 Proceedings of the 6th international conference on Artificial immune systems
The SUPRAIC algorithm: a suppression immune based mechanism to find a representative training set in data classification tasks

ICARIS'07 Proceedings of the 6th international conference on Artificial immune systems
Towards a novel immune inspired approach to temporal anomaly detection

ICARIS'07 Proceedings of the 6th international conference on Artificial immune systems
Neuro-immune-endocrine (NIE) models for emergency services interoperatibility

EUROCAST'07 Proceedings of the 11th international conference on Computer aided systems theory
Agent-based artificial immune system approach for adaptive damage detection in monitoring networks

Journal of Network and Computer Applications
Evolving fuzzy medical diagnosis of Pima Indians diabetes and of dermatological diseases

Artificial Intelligence in Medicine
A hybrid immune model for unsupervised structural damage pattern recognition

Expert Systems with Applications: An International Journal
On clonal selection

Theoretical Computer Science
An immune system inspired clustering and classification method to detect critical areas in electrical power networks

Natural Computing: an international journal
A new approach of obtaining reservoir operation rules: Artificial immune recognition system

Expert Systems with Applications: An International Journal
Principles and methods of artificial immune system vaccination of learning systems

ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
Population-based artificial immune system clustering algorithm

ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
Clonal selection algorithm for classification

ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
A review of clonal selection algorithm and its applications

Artificial Intelligence Review
Run-time malware detection based on positive selection

Journal in Computer Virology
A weather forecast system based on artificial immune system

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
An artificial immune classifier for credit scoring analysis

Applied Soft Computing
A novel artificial immune network model and analysis on its dynamic behavior and stabilities

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part II
Improving linear discriminant analysis with artificial immune system-based evolutionary algorithms

Information Sciences: an International Journal
Genetic algorithm and neural network based classification in microarray data analysis with biological validity assessment

ICIC'06 Proceedings of the 2006 international conference on Computational Intelligence and Bioinformatics - Volume Part III
A comprehensive benchmark of the artificial immune recognition system (AIRS)

ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
A simple artificial immune system (SAIS) for generating classifier systems

AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
WCIS: a prototype for detecting zero-day attacks in web server requests

LISA'11 Proceedings of the 25th international conference on Large Installation System Administration
Alert correlation using artificial immune recognition system

International Journal of Bio-Inspired Computation
An artificial immune system approach to associative classification

ICCSA'12 Proceedings of the 12th international conference on Computational Science and Its Applications - Volume Part I
An improved artificial immune recognition system based on the average scatter matrix trace criterion

ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I
Diagnosis of Diabetes Diseases Using an Artificial Immune Recognition System2 (AIRS2) with Fuzzy K-nearest Neighbor

Journal of Medical Systems
Face recognition by searching most similar sample with immune learning

ICARIS'12 Proceedings of the 11th international conference on Artificial Immune Systems
AC-CS: an immune-inspired associative classification algorithm

ICARIS'12 Proceedings of the 11th international conference on Artificial Immune Systems
An evolutionary data-conscious artificial immune recognition system

Proceedings of the 15th annual conference on Genetic and evolutionary computation
A comparative analysis of classification algorithms in data mining for accuracy, speed and robustness

Information Technology and Management
Combining example selection with instance selection to speed up multiple-instance learning

Neurocomputing
Prediction of faults-slip-through in large software projects: an empirical evaluation

Software Quality Control
A neuro-fuzzy immune inspired classifier for task-oriented texts

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

Quantified Score

Hi-index	0.01

Visualization

Abstract

This paper presents the inception and subsequent revisions of an immune-inspired supervised learning algorithm, Artificial Immune Recognition System (AIRS). It presents the immunological components that inspired the algorithm and describes the initial algorithm in detail. The discussion then moves to revisions of the basic algorithm that remove certain unnecessary complications of the original version. Experimental results for both versions of the algorithm are discussed and these results indicate that the revisions to the algorithm do not sacrifice accuracy while increasing the data reduction capabilities of AIRS.