Discovering mentorship information from author collaboration networks

  • Authors:
  • V. Suresh;Narayanan Raghupathy;B. Shekar;C. E. Veni Madhavan

  • Affiliations:
  • Dept. of Computer Science and Automation, Indian Institute of Science, Bangalore, India;Dept. of Biological Sciences, Carnegie Mellon University, Pittsburgh, PA;Indian Institute of Management Bangalore, Bangalore, India;Dept. of Computer Science and Automation, Indian Institute of Science, Bangalore, India

  • Venue:
  • DS'07 Proceedings of the 10th international conference on Discovery science
  • Year:
  • 2007

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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.