Abstract
Researchers are assessed from a researcher-centric perspective — by quantifying a researcher’s contribution to the field. Citation and publication counts are some typical examples. We propose a student-centric measure to assess researchers on their mentoring abilities. Our approach quantifies benefits bestowed by researchers upon their students by characterizing the publication dynamics of research advisor-student interactions in author collaboration networks. We show that our measures could help aspiring students identify research advisors with proven mentoring skills. Our measures also help in stratification of researchers with similar ranks based on typical indices like publication and citation counts while being independent of their direct influences.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Derek, J.S.P.: Networks of scientific papers. Science 149, 510–515 (1965)
Garfield, E.: Citation analysis as a tool in journal evaluation. Science 178(4060), 471–479 (1972)
Newman, M.E.: The structure of scientific collaboration networks. Proc.Natl.Acad.Sci. USA 98(2), 404–409 (2001)
Nascimento, M.A., Sander, J., Pound, J.: Analysis of SIGMOD’s co-authorship graph. SIGMOD Record 32(3), 8–10 (2003)
Newman, M.E.: Coauthorship networks and patterns of scientific collaboration. Proc.Natl.Acad.Sci. USA 101(Suppl 1), 5200–5205 (2004)
Börner, K., Maru, J.T., Goldstone, R.L.: The simultaneous evolution of author and paper networks. Proc.Natl.Acad.Sci. USA 101(Suppl 1), 5266–5273 (2004)
Liu, X., Bollen, J., Nelson, M.L., Sompel, H.V.: Co-authorship networks in the digital library research community. Inf. Process. Manage. 41(6), 1462–1480 (2005)
Bollen, J., Rodriguez, M.A., Sompel, H.V.: Journal status. Scientometrics 69 (2006)
Ball, P.: Index aims for fair ranking of scientists. Nature 436(7053), 900 (2005)
Page, L., Brin, S., Motwani, R., Winograd, T.: The pagerank citation ranking: Bringing order to the web. Technical report, Stanford Digital Library Technologies Project (1998)
Hirsch, J.E.: An index to quantify an individual’s scientific research output. Proc.Natl.Acad.Sci. USA 102(46), 16569–16572 (2005)
Mohan, B.K.: Searching association networks for nurturers. Computer 38(10), 54–60 (2005)
Lee, A., Dennis, C., Campbell, P.: Nature’s guide for mentors. Nature 447(7146), 791–797 (2007)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2007 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Suresh, V., Raghupathy, N., Shekar, B., Madhavan, C.E.V. (2007). Discovering Mentorship Information from Author Collaboration Networks. In: Corruble, V., Takeda, M., Suzuki, E. (eds) Discovery Science. DS 2007. Lecture Notes in Computer Science(), vol 4755. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-75488-6_19
Download citation
DOI: https://doi.org/10.1007/978-3-540-75488-6_19
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-75487-9
Online ISBN: 978-3-540-75488-6
eBook Packages: Computer ScienceComputer Science (R0)