TY - JOUR
T1 - Internet security applications of Gröbner-Shirshov bases
AU - Kelarev, Andrei
AU - Yearwood, John
AU - Watters, Paul
PY - 2010/9
Y1 - 2010/9
N2 - This article is motivated by internet security applications of multiple classifiers designed for the detection of malware. Following a standard approach in data mining, Dazeley et al. (Asian-European J. Math. 2 (2009)(1) 4156) used Gröbner-Shirshov bases to define a family of multiple classifiers and develop an algorithm optimizing their properties. The present article complements and strengthens these results. We consider a broader construction of classifiers and develop a new and more general algorithm for the optimization of their essential properties.
AB - This article is motivated by internet security applications of multiple classifiers designed for the detection of malware. Following a standard approach in data mining, Dazeley et al. (Asian-European J. Math. 2 (2009)(1) 4156) used Gröbner-Shirshov bases to define a family of multiple classifiers and develop an algorithm optimizing their properties. The present article complements and strengthens these results. We consider a broader construction of classifiers and develop a new and more general algorithm for the optimization of their essential properties.
KW - data mining
KW - Gröbner-Shirshov bases
KW - internet security
UR - http://www.scopus.com/inward/record.url?scp=84857542992&partnerID=8YFLogxK
UR - http://purl.org/au-research/grants/arc/DP0449469
UR - http://purl.org/au-research/grants/arc/DP0211866
UR - http://purl.org/au-research/grants/arc/LP0776267
U2 - 10.1142/S1793557110000283
DO - 10.1142/S1793557110000283
M3 - Article
AN - SCOPUS:84857542992
SN - 1793-5571
VL - 3
SP - 435
EP - 442
JO - Asian-European Journal of Mathematics
JF - Asian-European Journal of Mathematics
IS - 3
ER -