Building direct citation networks
- 99 Downloads
Citation networks are the basis for main path analysis (MPA), which has become an important tool in bibliometric studies. MPA can be used to map the main body of work of a scientific field, highlighting its most important literature and chronological evolution. Its uses goes from surveying the state of the art of a given subject to selecting study material for new research. MPA is conducted on a citation network and there is a well established literature accounting for methods of finding the most relevant paths. However, the details of how the citation network is actually built are not richly described in the specialized literature. Manually relating the available references of a given field would prove to be a difficult task. Given this context, we propose an automatic method, providing a simple algorithm for building citation networks with computer implementations and preventing cyclic paths. The algorithm is built quantitatively and is applicable to studies on the mechanisms of any science field. As an example, we go through every proposed step to select the papers which constitute the main path of the literature on forecasting stock prices using machine learning techniques.
KeywordsCitation networks Main path analysis Bibliometrics Algorithm
We thank the EiC. Prof. Wolfgang Glänzel and the anonymous reviewers for their careful reading of our paper and their comments and suggestions.
- Batagelj, V. (2003). Efficient algorithms for citation network analysis. ArXiv preprint arXiv:cs/0309023.
- Kessler, M. M. (1963). Bibliographic coupling between scientific papers. Journal of the Association for Information Science and Technology, 14(1), 10–25.Google Scholar
- Nalimov. V., & Mulchenko, Z. (1969). Naukometriya. Izuchenie razvitiya nauki kak informat-sionnogo protsessa [scientometrics. The study of science development as an information process].Google Scholar
- Small, H. (1973). Co-citation in the scientific literature: A new measure of the relationship between two documents. Journal of the Association for Information Science and Technology, 24(4), 265–269.Google Scholar
- Small, H. (1999). Visualizing science by citation mapping. Journal of the Association for Information Science and Technology, 50(9), 799–813.Google Scholar
- White, H. D., & Griffith, B. C. (1981). Author cocitation: A literature measure of intellectual structure. Journal of the Association for Information Science and Technology, 32(3), 163–171.Google Scholar