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Table 3 List of features used for OTARIOS’ author rank initialisation: R(Ai)

From: Feature-enriched author ranking in incomplete networks

 

Feature

Initialisation: R(Ai)

Description

Productivity

Volume (P)

\(\frac {\sum \limits _{(P_{j} \in \mathcal {P}_{A_{i}})}\frac {1}{|\mathcal {A}_{P_{j}}|}}{\sum \limits _{(A_{i'} \in \mathcal {A})}\sum \limits _{(P_{j} \in \mathcal {P}_{A_{i'}})}\frac {1}{|\mathcal {A}_{P_{j}}|}}\)

Favours publishing many papers with few co-authors.

 

Recency (A)

\(e^{\frac {-\delta (A_{i})}{\tau }}\)

Favours publishing recently.

 

Venues (V)

\(\Big (\sum \limits _{(P_{j} \in \mathcal {P}_{A_{i}})}v(P_{j})\Big) \times |\mathcal {P}_{A_{i}}|^{-1}\)

Favours publishing in prestigious venues.

Outsiders Influence

Individuality (W)

\(\sum \limits _{(A_{i'} \rightarrow A_{i}, P_{j})}\frac {\lambda (A_{i'}) \times w(A_{i'}\rightarrow A_{i},P_{j})}{w_{out}(A_{i'})}, A_{i'} \in \mathcal {O}\)

Favours being cited by outsiders that cite few authors.

 

Recency (A)

\(\sum \limits _{(A_{i'} \rightarrow A_{i}, P_{j})}\frac {\lambda (A_{i'}) \times a(A_{i'}\rightarrow A_{i},P_{j})}{a_{out}(A_{i'})}, A_{i'} \in \mathcal {O}\)

Favours being cited by outsiders more recently.

 

Venues (V)

\(\sum \limits _{(A_{i'} \rightarrow A_{i}, P_{j})}\frac {\lambda (A_{i'}) \times v(A_{i'}\rightarrow A_{i},P_{j})}{v_{out}(A_{i'})}, A_{i'} \in \mathcal {O}\)

Favours being cited by outsiders in prestigious venues.

  1. OTARIOS considers both the authors’ productivity and the direct influence of outsiders on the authors. We create different variants of these criteria, e.g., PV+V uses volume (P) and venue prestige (V) to measure author productivity, and uses venue prestige (V) to measure the direct influence of outsiders