TY - GEN
T1 - Effective page recommendation algorithms based on distributed learning automata
AU - Forsati, Rana
AU - Rahbar, Afsaneh
AU - Mahdavi, Mehrdad
PY - 2009
Y1 - 2009
N2 - Different efforts have been done to address the problem of information overload on the Internet. Recommender systems aim at directing users through this information space, toward the resources that best meet their needs and interests by extracting knowledge from the previous users' interactions. In this paper, we propose an algorithm to solve the web page recommendation problem. In our algorithm, we use distributed learning automata to learn the behavior of previous users' and recommend pages to the current user based on learned pattern. Our experiments on real data set show that the proposed algorithm performs better than the other algorithms that we compared to and, at the same time, it is less complex than other algorithms with respect to memory usage and computational cost too.
AB - Different efforts have been done to address the problem of information overload on the Internet. Recommender systems aim at directing users through this information space, toward the resources that best meet their needs and interests by extracting knowledge from the previous users' interactions. In this paper, we propose an algorithm to solve the web page recommendation problem. In our algorithm, we use distributed learning automata to learn the behavior of previous users' and recommend pages to the current user based on learned pattern. Our experiments on real data set show that the proposed algorithm performs better than the other algorithms that we compared to and, at the same time, it is less complex than other algorithms with respect to memory usage and computational cost too.
UR - http://www.scopus.com/inward/record.url?scp=72349087356&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=72349087356&partnerID=8YFLogxK
U2 - 10.1109/ICCGI.2009.14
DO - 10.1109/ICCGI.2009.14
M3 - Conference contribution
AN - SCOPUS:72349087356
SN - 9780769537511
T3 - 4th International Multi-Conference on Computing in the Global Information Technology, ICCGI 2009
SP - 41
EP - 46
BT - 4th International Multi-Conference on Computing in the Global Information Technology, ICCGI 2009
T2 - 4th International Multi-Conference on Computing in the Global Information Technology, ICCGI 2009
Y2 - 23 August 2009 through 29 August 2009
ER -