Use of collaborative recommendations for web search: an exploratory user study

被引:12
作者
Zhang, Xiangmin [1 ]
Li, Yuelin [1 ]
机构
[1] Rutgers State Univ, Piscataway, NJ 08855 USA
关键词
collaborative recommendations; web search; information retrieval; user evaluation;
D O I
10.1177/0165551507080413
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This study investigated use of collaborative recommendations in web searching. An experimental system was designed. In the experimental system, recommendations were generated in a group report format, including items judged relevant by previous users, search queries and the URLs of documents. The study explored how users used these items, the effects of their use, and what factors contributed to this use. The results demonstrate that users preferred using queries and document sources (URLs), rather than relevance judgment (document ratings). The findings also show that using recommended items had a significant effect on the number of documents viewed, but not on precision or number of queries. Task difficulty and search skills had significant impact on the use. Possible reasons for the results are analyzed. Implications and future directions are discussed.
引用
收藏
页码:145 / 161
页数:17
相关论文
共 26 条
[1]  
Baeza-Yates R.A., 1999, Modern Information Retrieval
[2]  
BELKIN NJ, 2003, TREC 2003
[3]  
BRIN S, 1998, ANATOMY LARGE SCALE
[4]  
Bruce H., 2003, New Review of Information Behaviour Research, V4, P139, DOI 10.1080/14716310310001631499
[5]   USING COLLABORATIVE FILTERING TO WEAVE AN INFORMATION TAPESTRY [J].
GOLDBERG, D ;
NICHOLS, D ;
OKI, BM ;
TERRY, D .
COMMUNICATIONS OF THE ACM, 1992, 35 (12) :61-70
[6]   Evaluating collaborative filtering recommender systems [J].
Herlocker, JL ;
Konstan, JA ;
Terveen, K ;
Riedl, JT .
ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2004, 22 (01) :5-53
[7]  
HILL W, 1995, CHI 1995
[8]  
HUST A, 2003, TEXT MINING THEORETI
[9]  
JUNG S, 2004, CIKM 2004
[10]   Capturing human intelligence in the net - A new software system allows Web searchers to connect with others who have been there, done that. [J].
Kantor, PB ;
Boros, E ;
Melamed, B ;
Menkov, V ;
Shapira, B ;
Neu, DJ .
COMMUNICATIONS OF THE ACM, 2000, 43 (08) :112-115