PLoS ONE · 2016 · 21 citations · 27 references
Social SciencesCommunicationCommunity EngagementKnowledge NetworksSocial InfluenceCommunity StructureStochastic NetworksConference AttendanceParticipation FrequencyScientific Collaboration Networks
Participation in conferences is an important part of every scientific career. Conferences provide an opportunity for a fast dissemination of latest results, discussion and exchange of ideas, and broadening of scientists' collaboration network. The decision to participate in a conference depends on several factors like the location, cost, popularity of keynote speakers, and the scientist's association with the community. Here we discuss and formulate the problem of discovering how a scientist's previous participation affects her/his future participations in the same conference series. We develop a stochastic model to examine scientists' participation patterns in conferences and compare our model with data from six conferences across various scientific fields and communities. Our model shows that the probability for a scientist to participate in a given conference series strongly depends on the balance between the number of participations and non-participations during his/her early connections with the community. An active participation in a conference series strengthens the scientist's association with that particular conference community and thus increases the probability of future participations.
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Power-Law Distributions in Empirical Data
SIAM Review · 2009 · 7.6K citations · Full text
Power-law distributions in empirical data
Aaron Clauset, Cosma Rohilla Shalizi, M. E. J. Newman · Figshare · 2018 · 6.8K citations · Full text
Statistical physics of social dynamics
Claudio Castellano, Santo Fortunato, Vittorio Loreto · Reviews of Modern Physics · 2009 · 4.1K citations · Full text
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