TY - GEN
T1 - P-tree singular value decomposition item-feature collaborative filtering algorithm for netix prize
AU - Lu, Tingda
AU - Wang, Yan
AU - Perrizo, William
PY - 2011
Y1 - 2011
N2 - Collaborative Filtering is effective to provide customers with personalized recommendations by analyzing the purchase pattens. Matrix factorization, e.g. Singular Value Decomposition, is another successful technique in recommendation system. We implemented Singular Value Decomposition algorithm to achieve the least total squared errors. Based on the result, item-feature Collaborative Filtering was further designed and implemented in P-Tree data structure. The purpose of item-feature Collaborative Filtering is to achieve the local optimization. Our experiment on Netix Prize data suggests Singular Value Decomposition is good at global optimization and item-feature Collaborative Filtering is good at local optimization. Blending of two algorithms achieves better RMSE score.
AB - Collaborative Filtering is effective to provide customers with personalized recommendations by analyzing the purchase pattens. Matrix factorization, e.g. Singular Value Decomposition, is another successful technique in recommendation system. We implemented Singular Value Decomposition algorithm to achieve the least total squared errors. Based on the result, item-feature Collaborative Filtering was further designed and implemented in P-Tree data structure. The purpose of item-feature Collaborative Filtering is to achieve the local optimization. Our experiment on Netix Prize data suggests Singular Value Decomposition is good at global optimization and item-feature Collaborative Filtering is good at local optimization. Blending of two algorithms achieves better RMSE score.
UR - http://www.scopus.com/inward/record.url?scp=84871949138&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84871949138&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84871949138
SN - 9781880843802
T3 - Proceedings of the ISCA 26th International Conference on Computers and Their Applications, CATA 2011
SP - 15
EP - 20
BT - Proceedings of the ISCA 26th International Conference on Computers and Their Applications, CATA 2011
T2 - 26th International Conference on Computers and Their Applications, CATA 2011
Y2 - 23 March 2011 through 25 March 2011
ER -