Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur,...

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Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

Filippo Menczer

Crowdsourcing Scholarly Data and Universality of Impact Metrics

authortags

citation data

authortags

citation data

impact measuresbib records

networkwidget

API

X. Sun & al: Ambiguous Author Query Detection using Crowdsourced Digital Library Annotations. Information Processing &

Management 49:454-464, 2013

Reliability heuristics

J. Kaur & al: Scholarometer: A Social Framework for Analyzing Impact across Disciplines. PLoS ONE 7(9):e43235, 2012

Linked Open Data & API

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biologymathematicseconomicspsychologysociologylibrary sciencesbiochemistry

Universality

Universality

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● hsh

Fluctuations: hypergeometric

distribution

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● hsh

c.

u(z=5%)0.5 0.7 0.9

cavgh

ctotal1 2hmi10ghf

(c c0)avghi, norm

hs

Which metrics are universal?

c.

u(z=5%)0.5 0.7 0.9

cavgh

ctotal1 2hmi10ghf

(c c0)avghi, norm

hsh / <h>

Batista

New Crown Indicator a.k.a. FNCS

Radicchi & al.

Egghe

Google

Schreiber

Redner

Which metrics are universal?

Universality Index

e.

d.

z

u(z)

3 10 20 30 40 50 60 70 80 90 99

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metrichshi, norm(c c0)avghmhfgctotal1 2

i10hcavg

u0.940.940.880.880.860.850.850.840.830.74

e.

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u(z)

3 10 20 30 40 50 60 70 80 90 99

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metrichshi, norm(c c0)avghmhfgctotal1 2

i10hcavg

u0.940.940.880.880.860.850.850.840.830.74

Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh, Filippo Menczer

Thanks: Geoffrey Fox, Filippo Radicchi, Santo Fortunato, Alex Vespignani, Johan Bollen, Rajasee Rege, Heather Roinestad, Alessandro Flammini,

Networks & agents Network, NSF Award IIS-0811994

Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh, Filippo Menczer

Thanks: Geoffrey Fox, Filippo Radicchi, Santo Fortunato, Alex Vespignani, Johan Bollen, Rajasee Rege, Heather Roinestad, Alessandro Flammini,

Networks & agents Network, NSF Award IIS-0811994

scholarometer.indiana.edu