TY - GEN
T1 - Profile adaptation in adaptive information filtering
T2 - International Conference on Soft Computing and Pattern Recognition, SoCPaR 2009
AU - Azmi, Nurulhuda Firdaus Mohd
AU - Timmis, Jon
AU - Polack, Fiona
PY - 2009
Y1 - 2009
N2 - Within the context of information ltering, learning and adaptation of user pro les is a challenging research area and is, in part, addressed by work in Adaptive Information Filtering (AIF). In order to be effective in a dynamic context, maintaining ltering performance, information ltering systems need to adapt to changes. We argue that arti cial immune systems (AIS) exhibit the properties required by AIF, and have the potential to be exploited in the context of AIF. In this paper, we extract general features of immune systems and AIF, based on a principled meta-probe approach. We then propose an architecture for AIF incorporating ideas from AIS. Having such characteristics as adaptability, diversity and self-organised, we argue that AIS have suitable characteristics that are amenable to the task of AIF.
AB - Within the context of information ltering, learning and adaptation of user pro les is a challenging research area and is, in part, addressed by work in Adaptive Information Filtering (AIF). In order to be effective in a dynamic context, maintaining ltering performance, information ltering systems need to adapt to changes. We argue that arti cial immune systems (AIS) exhibit the properties required by AIF, and have the potential to be exploited in the context of AIF. In this paper, we extract general features of immune systems and AIF, based on a principled meta-probe approach. We then propose an architecture for AIF incorporating ideas from AIS. Having such characteristics as adaptability, diversity and self-organised, we argue that AIS have suitable characteristics that are amenable to the task of AIF.
KW - Adaptive information filtering
KW - Artificial immune systems
KW - Clonal selection algorithm
KW - Profile adaptation
UR - http://www.scopus.com/inward/record.url?scp=77649316376&partnerID=8YFLogxK
U2 - 10.1109/SoCPaR.2009.87
DO - 10.1109/SoCPaR.2009.87
M3 - Conference Proceeding (Non-Journal item)
AN - SCOPUS:77649316376
SN - 9780769538792
T3 - SoCPaR 2009 - Soft Computing and Pattern Recognition
SP - 414
EP - 419
BT - SoCPaR 2009 - Soft Computing and Pattern Recognition
Y2 - 4 December 2009 through 7 December 2009
ER -