Paper Info
Title
Generalized comparison of graph-based ranking algorithms for publications and authors
Abstract
Citation analysis helps in evaluating the impact of scientific collections (journals and conferences), publications and scholar authors. In this paper we examine known algorithms that are currently used for Link Analysis Ranking, and present their weaknesses over specific examples. We also introduce new alternative methods specifically designed for citation graphs. We use the SCEAS system as a base platform to introduce these new methods and perform a generalized comparison of all methods. We also introduce an aggregate function for the generation of author ranking based on publication ranking. Finally, we try to evaluate the rank results based on the prizes of 'VLDB 10 Year Award', 'SIGMOD Test of Time Award' and 'SIGMOD E.F.Codd Innovations Award'.
Year
DOI
Venue
2006
10.1016/j.jss.2006.01.011
Journal of Systems and Software
Keywords
Field
DocType
year award,time award,ranking algorithms,sigmod e.f,sigmod test,graph-based ranking algorithm,citation analysis,codd innovations award,citation graph,generalized comparison,citation graphs,new method,publication ranking,sceas system,new alternative method,link analysis
Data science,Aggregate function,Graph,Learning to rank,Ranking,Information retrieval,Link analysis,Computer science,Citation,Citation analysis,Very large database
Journal
Volume
Issue
ISSN
79
12
The Journal of Systems & Software
Citations 
PageRank 
References 
32
2.08
15
Authors
2
Name
Order
Citations
PageRank
Antonis Sidiropoulos138027.27
Yannis Manolopoulos24494534.37