Title :
Content-independent task-focused recommendation
Author :
Herlocker, Jonathan L. ; Konstan, Joseph A.
Abstract :
A technique that correlates database items to a task adds content-independent context to a recommender system based solely on user interest ratings. In this article, we present a task-focused approach to recommendation that is entirely independent of the type of content involved. The approach leverages robust, high-performance, commercial software. We have implemented it in a live movie recommendation site and validated it with empirical results from user studies
Keywords :
information resources; online front-ends; content-independent context; database items; recommender system; task-focused approach; user interest ratings; Humans; Information filtering; Information filters; Internet; Machine assisted indexing; Motion pictures; Recommender systems; Relational databases; Robustness; Search engines;
Journal_Title :
Internet Computing, IEEE
DOI :
10.1109/4236.968830