Nonlinear ordinary differential equations (2nd ed.)
Nonlinear ordinary differential equations (2nd ed.)
Introduction to algorithms
Adaptation in natural and artificial systems
Adaptation in natural and artificial systems
An introduction to genetic algorithms
An introduction to genetic algorithms
Learning using an artificial immune system
Journal of Network and Computer Applications - Special issue on intelligent systems: design and applications. Part 2
Communications of the ACM
Finite Markov chain results in evolutionary computation: a tour d'horizon
Fundamenta Informaticae
A Machine-Oriented Logic Based on the Resolution Principle
Journal of the ACM (JACM)
Foundations of genetic programming
Foundations of genetic programming
Artificial Immune Systems: A New Computational Intelligence Paradigm
Artificial Immune Systems: A New Computational Intelligence Paradigm
The Evolution of Emergent Organization in Immune System Gene Libraries
Proceedings of the 6th International Conference on Genetic Algorithms
Hints for Adaptive Problem Solving Gleaned from Immune Networks
PPSN I Proceedings of the 1st Workshop on Parallel Problem Solving from Nature
A Probabilistic 3-SAT Algorithm Further Improved
STACS '02 Proceedings of the 19th Annual Symposium on Theoretical Aspects of Computer Science
A Probabilistic Algorithm for k-SAT and Constraint Satisfaction Problems
FOCS '99 Proceedings of the 40th Annual Symposium on Foundations of Computer Science
An Evolutionary Immune Network for Data Clustering
SBRN '00 Proceedings of the VI Brazilian Symposium on Neural Networks (SBRN'00)
Immunocomputing: Principles and Applications
Immunocomputing: Principles and Applications
Self-Nonself Discrimination in a Computer
SP '94 Proceedings of the 1994 IEEE Symposium on Security and Privacy
Immunity-Based Systems
Artificial Immune Recognition System (AIRS): An Immune-Inspired Supervised Learning Algorithm
Genetic Programming and Evolvable Machines
An improved deterministic local search algorithm for 3-SAT
Theoretical Computer Science
Architecture for an Artificial Immune System
Evolutionary Computation
How Do We Evaluate Artificial Immune Systems?
Evolutionary Computation
Negative representations of information
Negative representations of information
Artificial immune systems---today and tomorrow
Natural Computing: an international journal
Application areas of AIS: The past, the present and the future
Applied Soft Computing
Modeling simple genetic algorithms
Evolutionary Computation
Active diagnosis by self-organization: an approach by the immune network metaphor
IJCAI'97 Proceedings of the Fifteenth international joint conference on Artifical intelligence - Volume 2
Multiobjective optimization using ideas from the clonal selection principle
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Immune inspired somatic contiguous hypermutation for function optimisation
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Proceedings of the 5th international conference on Artificial Immune Systems
ICARIS'06 Proceedings of the 5th international conference on Artificial Immune Systems
Analysis of a growth model for idiotypic networks
ICARIS'06 Proceedings of the 5th international conference on Artificial Immune Systems
Tolerance vs intolerance: how affinity defines topology in an idiotypic network
ICARIS'06 Proceedings of the 5th international conference on Artificial Immune Systems
Articulation and clarification of the dendritic cell algorithm
ICARIS'06 Proceedings of the 5th international conference on Artificial Immune Systems
Two ways to grow tissue for artificial immune systems
ICARIS'05 Proceedings of the 4th international conference on Artificial Immune Systems
A Markov chain model of the b-cell algorithm
ICARIS'05 Proceedings of the 4th international conference on Artificial Immune Systems
Learning and optimization using the clonal selection principle
IEEE Transactions on Evolutionary Computation
Revisiting the Foundations of Artificial Immune Systems for Data Mining
IEEE Transactions on Evolutionary Computation
Artificial Immune Systems and Kernel Methods
ICARIS '08 Proceedings of the 7th international conference on Artificial Immune Systems
Rigorous Runtime Analysis of Inversely Fitness Proportional Mutation Rates
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Immune Systems and Computation: An Interdisciplinary Adventure
UC '08 Proceedings of the 7th international conference on Unconventional Computing
On the utility of the population size for inversely fitness proportional mutation rates
Proceedings of the tenth ACM SIGEVO workshop on Foundations of genetic algorithms
Maximal age in randomized search heuristics with aging
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
On AIRS and Clonal Selection for Machine Learning
ICARIS '09 Proceedings of the 8th International Conference on Artificial Immune Systems
Efficient Algorithms for String-Based Negative Selection
ICARIS '09 Proceedings of the 8th International Conference on Artificial Immune Systems
An Error Propagation Algorithm for Ad Hoc Wireless Networks
ICARIS '09 Proceedings of the 8th International Conference on Artificial Immune Systems
Predication based immune network for multimodal function optimization
Engineering Applications of Artificial Intelligence
Formal specification of an immune based agent architecture
Engineering Applications of Artificial Intelligence
Adaptive immune response network model
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
Negative selection algorithms without generating detectors
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Study of feature selection for the stored-grain insects based on artificial immune algorithm
CAR'10 Proceedings of the 2nd international Asia conference on Informatics in control, automation and robotics - Volume 2
Artificial immune classifier with swarm learning
Engineering Applications of Artificial Intelligence
Expert Systems with Applications: An International Journal
Designing an artificial immune system-based machine learning classifier for medical diagnosis
ICICA'10 Proceedings of the First international conference on Information computing and applications
Theoretical Computer Science
Negative selection algorithms on strings with efficient training and linear-time classification
Theoretical Computer Science
Review Article: Recent Advances in Artificial Immune Systems: Models and Applications
Applied Soft Computing
A modified artificial immune network for feature extracting
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part I
A lymphocyte-cytokine network inspired algorithm for data analysis
ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
A review of clonal selection algorithm and its applications
Artificial Intelligence Review
Artificial Immune Systems: Models, Applications, and challenges
Proceedings of the 27th Annual ACM Symposium on Applied Computing
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
A transitional view of immune inspired techniques for anomaly detection
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
A comparative study of negative selection based anomaly detection in sequence data
ICARIS'12 Proceedings of the 11th international conference on Artificial Immune Systems
A negative selection approach to intrusion detection
ICARIS'12 Proceedings of the 11th international conference on Artificial Immune Systems
Hybrid negative selection approach for anomaly detection
CISIM'12 Proceedings of the 11th IFIP TC 8 international conference on Computer Information Systems and Industrial Management
Efficient negative selection algorithms by sampling and approximate counting
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
The Receptor Density Algorithm
Theoretical Computer Science
A survey on optimization metaheuristics
Information Sciences: an International Journal
Task assignment for minimizing application completion time using honeybee mating optimization
Frontiers of Computer Science: Selected Publications from Chinese Universities
Negative selection algorithm based on grid file of the feature space
Knowledge-Based Systems
| Hi-index | 5.23 |
Artificial immune systems (AIS) constitute a relatively new area of bio-inspired computing. Biological models of the natural immune system, in particular the theories of clonal selection, immune networks and negative selection, have provided the inspiration for AIS algorithms. Moreover, such algorithms have been successfully employed in a wide variety of different application areas. However, despite these practical successes, until recently there has been a dearth of theory to justify their use. In this paper, the existing theoretical work on AIS is reviewed. After the presentation of a simple example of each of the three main types of AIS algorithm (that is, clonal selection, immune network and negative selection algorithms respectively), details of the theoretical analysis for each of these types are given. Some of the future challenges in this area are also highlighted.