Revisiting the Foundations of Artificial Immune Systems for Data Mining

10.1016/S0950-7051(01)00088-0

10.1016/S0303-2647(99)00092-1

10.1007/978-3-540-45192-1_4

tan, 2006, Introduction to Data Mining

ting, 1994, the problem of small disjuncts: its remedy in decision trees, Proc 10th Canadian Conf AI, 91

watkins, 2001, AIRS A resource limited artificial immune classifier

10.4018/978-1-930708-25-9.ch011

10.1007/978-3-540-30220-9_33

timmis, 2004, Computation in Cells and Tissues Perspectives and Tools for Thought, 51, 10.1007/978-3-662-06369-9_4

10.1007/11536444_3

10.1109/CEC.2002.1007049

10.1109/CEC.2002.1004472

freitas, 2003, revisiting the foundations of artificial immune systems: a problem-oriented perspective, Proc LNCS on Artif Immune Syst, 2787, 229, 10.1007/978-3-540-45192-1_22

freitas, 2002, Data Mining and Knowledge Discovery with Evolutionary Algorithms, 10.1007/978-3-662-04923-5

10.1145/360402.360423

10.1109/RISP.1994.296580

greensmith, 2005, introducing dendritic cells as a novel immune-inspired algorithm for anomaly detection, Proc 3rd Int Conf Artif Immune Syst, 3627, 153, 10.1007/11536444_12

10.1109/CEC.2002.1007012

gonzales, 2002, an immunogenetic technique to detect anomalies in network traffic, Proc Genetic Evol Comput Conf, 1081

10.1162/1063656054088512

sarafijanovic, 2004, an artificial immune system for misbehavior detection in mobile ad-hoc networks with virtual thymus, clustering, danger signal and memory detectors, Proc 3rd Int Conf Artif Immune Syst, 3239, 342, 10.1007/978-3-540-30220-9_28

10.1109/CEC.2003.1299566

10.1016/B978-1-55860-335-6.50039-8

sompayrac, 2003, How the Immune System Works

flach, 2003, the geometry of roc space: understanding machine learning metrics through roc isometrics, Proc 20th Int Conf Mach Learn, 194

10.1145/7902.7906

fayyad, 1996, from data mining to knowledge discovery: an overview, Advances in Knowledge Discovery and Data Mining, 1

stepney, 2005, conceptual frameworks for artificial immune systems, Int J Unconventional Comput, 1, 315

stibor, 2005, a comparative study of real-valued negative selection to statistical anomaly detection techniques, Proc 3rd Int Conf Artif Immune Syst, 3627, 262, 10.1007/11536444_20

flach, 2004, tutorial on the many faces of roc analysis in machine learning, Proc 21st Int Conf Mach Learn Tutorial Notes

tarakanov, 2003, 2003 Immunocomputing Principles and Practice

tarakanov, 2004, Lecture Notes in Computer Science, 3239, 236, 10.1007/978-3-540-30220-9_20

tarakanov, 2004, Lecture Notes in Computer Science, 3685, 394, 10.1007/11560326_30

aha, 1998, Feature Extraction Construction and Selection A Data Mining Perspective, 13, 10.1007/978-1-4615-5725-8_2

1997, Artificial Intelligence ReviewSpecial Issue on Lazy Learning, 11

10.1109/CEC.2002.1007011

10.1109/SBRN.2000.889718

de castro, 2000, the clonal selection algorithm with engineering applications, Proc GECCO Workshop on Artif Immune Syst Their Appl, 36

10.1109/TEVC.2002.1011539

10.1142/S1469026801000238

domingos, 1995, rule induction and instance-based learning: a unified approach, Proc 14th Int Joint Conf Artif Intell, 1226

10.1109/CEC.2003.1299568

michie, 1994, Machine Learning Neural and Statistical Classification

mims, 0, The War Within Us Every Man's Guide to Infection and Immunity

10.1007/11536444_35

10.1016/B978-1-55860-377-6.50065-7

10.1109/ICRA.2012.6225072

10.1111/j.1600-065X.1989.tb00025.x

neal, 2003, an artificial immune network for the analysis of time varying data, Proc 3rd Int Conf Artif Immune Syst, 2787, 168, 10.1007/978-3-540-45192-1_17

mitchell, 1997, Machine Learning

mitchell, 1980, The need for biases in learning generalizations

mirkin, 2000, Genomics and Proteomics Functional and Computational Aspects, 157

carvalho, 2004, a hybrid decision tree/genetic algorithm method for data mining, Special Issue on Soft Computing Data MiningInformation Sciences, 163, 13

castro, 2005, designing ensembles of fuzzy classification systems: an immune-inspired approach, Proc 3rd Int Conf Artif Immune Syst, 3627, 469, 10.1007/11536444_36

hart, 2005, application areas of ais: the past, the present and the future, Proc 3rd Int Conf Artif Immune Syst, 3627, 483, 10.1007/11536444_37

10.1023/A:1026139027539

10.1093/bioinformatics/18.1.160

cserey, 2004, an artificial immune system based visual analysis model and its real-time terrain surveillance application, Proc 3rd Int Conf Artif Immune Syst, 3239, 250, 10.1007/978-3-540-30220-9_21

10.1007/978-3-642-59901-9

10.1109/CEC.2002.1004386

10.1023/A:1006593614256

dasgupta, 1999, an immunogenetic approach to spectra recognition, Proc Genetic Evol Comput Conf, 149

weiss, 1998, Predictive Data Mining

dasgupta, 2004, negative selection algorithm for aircraft fault detection, Proc 3rd Int Conf Artif Immune Syst, 3239, 1, 10.1007/978-3-540-30220-9_1

witten, 2005, Data Mining Practical Machine Learning Toools and Techniques With Java Implementations

de castro, 2002, Artificial Immune Systems A New Computational Intelligence Approach

10.1007/978-3-540-45192-1_18

10.1023/B:GENP.0000030197.83685.94

alves, 2004, Lecture Notes in Computer Science, 3242, 1011, 10.1007/978-3-540-30217-9_102

alberts, 2002, Molecular and Cellular Biology

ayara, 2005, immunizing automated teller machines, Proc 3rd Int Conf Artif Immune Syst, lncs 3627, 404, 10.1007/11536444_31

10.1109/CEC.2002.1004384

10.1887/0750306645

10.1016/0004-3702(83)90016-4

balthrop, 2002, coverage and generalization in an artificial immune system, Proc Genetic Evol Comput Conf, 3

10.1007/978-3-540-30220-9_2

10.1080/088395198117730

langley, 1996, Elements of Machine Learning

lopes, 2000, integrating rules and cases in learning via case explanation and paradigm shift, Advances in Artificial Intellegence, 1952, 33, 10.1007/3-540-44399-1_5

10.1023/A:1007608224229

ji, 2004, real valued negative selection algorithm with variable sized detectors, Proc Genetic Evolutionary Computatation Conf, 3102, 287

hofmeyr, 1999, immunity by design: an artificial immune system, Proc Genetic Evol Comput Conf, 1289

10.1109/CEC.2003.1299604

kim, 2002, towards an artificial immune system for network intrusion detection: an investigation of dynamic clonal selection, Proc Congr Evol Comput, 1015