Approximate and dynamic rank aggregation

被引:10
作者
Chin, FYL
Deng, XT
Fang, QZ
Zhu, SF
机构
[1] City Univ Hong Kong, Dept Comp Sci, Kowloon Tong, Hong Kong, Peoples R China
[2] City Univ Hong Kong, Dept Comp Sci & Informat Syst, Kowloon Tong, Hong Kong, Peoples R China
[3] Ocean Univ China, Dept Math, Qingdao 266071, Peoples R China
关键词
rank aggregation; Kendall-iota distance; coherence; weighted ECC;
D O I
10.1016/j.tcs.2004.02.043
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Rank aggregation, originally an important issue in social choice theory, has become more and more important in information retrieval applications over the Internet, such as meta-search, recommendation system, etc. In this work, we consider an aggregation function using a weighted version of the normalized Kendall-tau distance. We propose a polynomial time approximation scheme, as well as a practical heuristic algorithm with the approximation ratio two for the NP-hard problem. In addition, we discuss issues and models for the dynamic rank aggregation problem. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:409 / 424
页数:16
相关论文
共 18 条
[1]   A new rounding procedure for the assignment problem with applications to dense graph arrangement problems [J].
Arora, S ;
Frieze, A ;
Kaplan, H .
37TH ANNUAL SYMPOSIUM ON FOUNDATIONS OF COMPUTER SCIENCE, PROCEEDINGS, 1996, :21-30
[2]  
ARORA S, 1999, P ANN ACM S THEOR CO, V284, P193
[3]   MEDIAN LINEAR ORDERS - HEURISTICS AND A BRANCH AND BOUND ALGORITHM [J].
BARTHELEMY, JP ;
GUENOCHE, A ;
HUDRY, O .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1989, 42 (03) :313-325
[4]  
BARTHELEMY JP, 1981, MATH SOC SCI, V1, P235
[5]   VOTING SCHEMES FOR WHICH IT CAN BE DIFFICULT TO TELL WHO WON THE ELECTION [J].
BARTHOLDI, J ;
TOVEY, CA ;
TRICK, MA .
SOCIAL CHOICE AND WELFARE, 1989, 6 (02) :157-165
[6]   Approximate sequencing for variable length tasks [J].
Cai, MC ;
Deng, XT ;
Wang, LS .
THEORETICAL COMPUTER SCIENCE, 2003, 290 (03) :2037-2044
[7]   New results on the computation of median orders [J].
Charon, I ;
Guenoche, A ;
Hudry, O ;
Woirgard, F .
DISCRETE MATHEMATICS, 1997, 165 :139-153
[8]   SPEARMANS FOOTRULE AS A MEASURE OF DISARRAY [J].
DIACONIS, P ;
GRAHAM, RL .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1977, 39 (02) :262-268
[9]   Experiences with selecting search engines using metasearch [J].
Dreilinger, D ;
Howe, AE .
ACM TRANSACTIONS ON INFORMATION SYSTEMS, 1997, 15 (03) :195-222
[10]  
DWORK C, 2001, P 10 INT C WORLD WID, V10, P613