Title :
Visualizing Bibliographic Databases as Graphs and Mining Potential Research Synergies
Author :
Varlamis, Iraklis ; Tsatsaronis, George
Author_Institution :
Dept. of Inf. & Telematics, Harokopio Univ. of Athens, Athens, Greece
Abstract :
Bibliographic databases are a prosperous field for data mining research and social network analysis. They contain rich information, which can be analyzed across different dimensions(e.g., author, year, venue, topic) and can be exploited in multiple ways. The representation and visualization of bibliographic databases as graphs and the application of data mining techniques can help us uncover interesting knowledge concerning potential synergies between researchers, possible matchings between researchers and venues, or even the ideal venue for presenting a research work. In this paper, we propose a novel representation model for bibliographic data, which combines co-authorship and content similarity information, and allows for the formation of scientific networks. Using a graph visualization tool from the biological domain, we are able to provide comprehensive visualizations that help us uncover hidden relations between authors and suggest potential synergies between researchers or groups.
Keywords :
bibliographic systems; data mining; data structures; data visualisation; graph theory; social networking (online); bibliographic data representation model; bibliographic database visualization; coauthorship information; content similarity information; data mining technique; graph mining; graph visualization tool; knowledge concerning potential synergies; scientific networks; social network analysis; Communities; Data mining; Data visualization; Databases; Information services; Proteins; Authors´ Similarity; Mining Co-authorship Graphs; Power Graph Analysis; Research Synergies; Visualizing Bibliographical Databases;
Conference_Titel :
Advances in Social Networks Analysis and Mining (ASONAM), 2011 International Conference on
Conference_Location :
Kaohsiung
Print_ISBN :
978-1-61284-758-0
Electronic_ISBN :
978-0-7695-4375-8
DOI :
10.1109/ASONAM.2011.52