TY - GEN
T1 - Modeling collaboration in academia
T2 - 23rd International Conference on World Wide Web, WWW 2014
AU - Ma, Qiang
AU - Muthukrishnan, S.
AU - Thompson, Brian
AU - Cormode, Graham
N1 - Publisher Copyright:
© Copyright 2014 by the International World Wide Web Conferences Steering Committee.
PY - 2014/4/7
Y1 - 2014/4/7
N2 - In this work, we aim to understand the mechanisms driving academic collaboration. We begin by building a model for how researchers split their effort between multiple papers, and how collaboration affects the number of citations a paper receives, supported by observations from a large real-world publication and citation dataset, which we call the h-Reinvestment model. Using tools from the field of Game Theory, we study researchers' collaborative behavior over time under this model, with the premise that each researcher wants to maximize his or her academic success. We find analytically that there is a strong incentive to collaborate rather than work in isolation, and that studying collaborative behavior through a game-theoretic lens is a promising approach to help us better understand the nature and dynamics of academic collaboration.
AB - In this work, we aim to understand the mechanisms driving academic collaboration. We begin by building a model for how researchers split their effort between multiple papers, and how collaboration affects the number of citations a paper receives, supported by observations from a large real-world publication and citation dataset, which we call the h-Reinvestment model. Using tools from the field of Game Theory, we study researchers' collaborative behavior over time under this model, with the premise that each researcher wants to maximize his or her academic success. We find analytically that there is a strong incentive to collaborate rather than work in isolation, and that studying collaborative behavior through a game-theoretic lens is a promising approach to help us better understand the nature and dynamics of academic collaboration.
KW - Academia
KW - Collaboration
KW - Game theory
KW - H-index
UR - http://www.scopus.com/inward/record.url?scp=84990942816&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84990942816&partnerID=8YFLogxK
U2 - 10.1145/2567948.2579032
DO - 10.1145/2567948.2579032
M3 - Conference contribution
AN - SCOPUS:84990942816
T3 - WWW 2014 Companion - Proceedings of the 23rd International Conference on World Wide Web
SP - 1177
EP - 1182
BT - WWW 2014 Companion - Proceedings of the 23rd International Conference on World Wide Web
PB - Association for Computing Machinery, Inc
Y2 - 7 April 2014 through 11 April 2014
ER -