MACA: a modified author co-citation analysis method combined with general descriptive metadata of citations

被引:25
作者
Bu, Yi [1 ]
Liu, Tian-yi [1 ]
Huang, Win-bin [1 ]
机构
[1] Peking Univ, Dept Informat Management, Beijing, Peoples R China
关键词
Author co-citation analysis; Co-citation analysis; Citation analysis; Bibliometrics; INFORMATION-SCIENCE; ALL-AUTHOR; SIMILARITY MEASURES; INTELLECTUAL SPACE; NETWORKS; 1ST; WEB;
D O I
10.1007/s11192-016-1959-5
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Author co-citation analysis (ACA) is a well-known and frequently-used method to exhibit the academic researchers and the professional field sketch according to co-citation relationships between authors in an article set. However, visualizing subtle examination is limited because only author co-citation information is required in ACA. The proposed method, called modified author co-citation analysis (MACA), exploits author co-citation relationship, citations published time, citations published carriers, and citations keywords, to construct MACA-based co-citation matrices. According to the results of our experiments: (1) MACA shows a good clustering result with more delicacy and more clearness; (2) more information involved in co-citation analysis performs good visual acuity; (3) in visualization of co-citation network produced by MACA, the points in different categories have far more distance, and the points indicating authors in the same category are closer together. As a result, the proposed MACA is found that more detailed and subtle information of a knowledge domain analyzed can be obtained, compared to ACA.
引用
收藏
页码:143 / 166
页数:24
相关论文
共 50 条
[1]   Requirements for a cocitation similarity measure, with special reference to Pearson's correlation coefficient [J].
Ahlgren, P ;
Jarneving, B ;
Rousseau, R .
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2003, 54 (06) :550-560
[2]  
An L, 2011, KNOWL ORGAN, V38, P299
[3]   Pearson's r and author cocitation analysis:: A commentary on the controversy [J].
Bensman, SJ .
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2004, 55 (10) :935-935
[4]  
Bianchini M., 2005, ACM Transactions on Internet Technology, V5, P92, DOI 10.1145/1052934.1052938
[5]   What do citation counts measure? A review of studies on citing behavior [J].
Bornmann, Luti ;
Daniel, Hans-Dieter .
JOURNAL OF DOCUMENTATION, 2008, 64 (01) :45-80
[6]   PRIVATE ACTS AND PUBLIC OBJECTS - AN INVESTIGATION OF CITER MOTIVATIONS [J].
BROOKS, TA .
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE, 1985, 36 (04) :223-229
[7]  
Bu Y., 2015, LIB INFORM KNOWLEDGE, V32, P89
[8]   Do Bibliometricians Cite Differently From Other Scholars? [J].
Case, Donald O. ;
Miller, Joseph B. .
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2011, 62 (03) :421-432
[9]   Visualising semantic spaces and author co-citation networks in digital libraries [J].
Chen, CM .
INFORMATION PROCESSING & MANAGEMENT, 1999, 35 (03) :401-420
[10]  
Cothill C. A., 1989, KNOWLEDGE CREATION D, V11, P181