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Category: Didactics<br />
Project: Mendeley’s Evolving Network of Expertise and Knowledge<br />
What was the challenge?<br />
The challenge for this design was to<br />
visualize (in a beautiful and meaningful<br />
manner) a very large data set providd by<br />
Mendeley (http://www.mendeley.com),<br />
“a free reference manager and academic<br />
social <strong>net</strong>work that can help you organize<br />
your research, collaborate with others<br />
online, and discover the latest research.”<br />
On September 26, 2011, there existed a<br />
total of 29,780,677 unique papers and<br />
30,470 public groups in the Mendeley<br />
<strong>net</strong>work. Each group organizes references<br />
and scholars by an area of interest so that<br />
they can effectively collaborate in public or<br />
private. Every group is associated with one<br />
of the 25 Mendeley disciplines.<br />
We were interested in analyzing this data<br />
and understanding charateristics of the<br />
many (and few) collaborations that occur<br />
between disciplines.<br />
What was the solution?<br />
We approached the project by breaking<br />
the data down into three different levels<br />
(macro, meso, and micro) that would<br />
provide us what we wanted to see and help<br />
us (and others) understand this data.<br />
We used the Mendeley API (http://dev.<br />
mendeley.com) for data harvesting, Science<br />
of Science (Sci2) Tool (https://sci2.cns.<br />
iu.edu) for data analysis and basic layout,<br />
and Gephi (http://gephi.org) for node and<br />
edge rendering. Adobe Illustrator was<br />
used for the final design. By importing the<br />
exported files from the above open-soucre<br />
software into Illustrator, we were able to<br />
Contact:<br />
name: Michael J. Stamper<br />
company/organisation: CNS Center<br />
e-mail: mstamper@indiana.edu<br />
website: http://cns.iu.edu<br />
break the initial visualization apart and<br />
then apply color and scale to better see the<br />
data in a beautiful and meaningful manner.<br />
The main visualization is a bimodal <strong>net</strong>work<br />
graph of group owners and their associated<br />
group disciplines, this provides the macro<br />
view of the inter-discipline collaborations.<br />
We show group owners that own more<br />
than one group and their association with<br />
the 25 group disciplines. Group owner<br />
nodes are circular and size coded by the<br />
number of categories they are associated<br />
with. Category (discipline) nodes are<br />
circular, red, and have the Mendeley logo<br />
on them. All nodes are labeled and type<br />
font size corresponds to number of in-links.<br />
The search and zoom functionality of the<br />
<strong>PDF</strong> file can provide the meso view where<br />
users can find and explore Mendeley’s<br />
expertise and knowledge <strong>net</strong>work in detail.<br />
What was the effect?<br />
The effect is that we were able to visualize<br />
the our data and come to a few conclusions<br />
that could help researchers. By using color,<br />
scale, we were able to see and make sense<br />
of the data in a visually dynamic manner.<br />
Technically, we found that four disciplines<br />
(Biological Sciences, Computer and<br />
Information Science, Mathematics and<br />
Psychology) have a tendency towards<br />
higher cross-disciplinary collaboration<br />
compared to other disciplines. The<br />
discipline categories of Arts and Liberature,<br />
Astronomy / Astrophysic / Space Science,<br />
and Humanities disciplines are more selfproductive<br />
and self-producing where the<br />
researchers are more focused<br />
on topics in their own disciplines.
A. Ricardo Twumasi<br />
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Aaaa Eeee<br />
Aadil Kazi<br />
Aalam Wassef<br />
Aaron Banks<br />
Aaron Newman<br />
Aaron Seeto<br />
Aaron Tucker<br />
Aasakiran Madamanchi<br />
Abraham Alí<br />
Ace Zen<br />
Adam Brooker<br />
Adam Drucker<br />
Adam Euerby<br />
Adam Golding<br />
Adam Hawes<br />
Adam Rubin<br />
Adam Setapen<br />
Adeleh Sobhanipour<br />
Adil Alpkocak<br />
Adrian Gemiarto<br />
Adriana Maria Torres Ballesteros<br />
Adriano Rsvp<br />
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Agn Sob<br />
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Ah-young Park<br />
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Alexander Arnold<br />
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Alexander Huang<br />
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Alexander Mandt<br />
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Alexandra Liptsey-rahe<br />
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Bibliosaude Bv<br />
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Corey Walker<br />
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Cristian Del Fabbro<br />
Cristian Torres<br />
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Cynthia Dermarkar<br />
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Da Hawaiian<br />
Dainis Zeps<br />
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Damien Sutevski<br />
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Dan Dreiberg<br />
Dan Sullivan<br />
Dana Ernst<br />
Dana Robinson<br />
Dani Dominguez<br />
Daniel Botero Toro<br />
Daniel Capaldo Amaral<br />
Daniel Palacios<br />
Daniel Paz-soldan<br />
Daniel Ramirez<br />
Daniel Shih<br />
Daniel Truslove<br />
Daniel Vega Villar<br />
Daniel Wu<br />
Daniela Ale-salvo<br />
Daniela Oliveira<br />
Daqi Zheng<br />
Darcy Bullock<br />
Darell Sison<br />
Dario Taraborelli<br />
Darius Koester<br />
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Darren Mcguinness<br />
Darren Stegmann<br />
Dart Project<br />
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David A. Townsend<br />
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David Ashe<br />
David Baumann<br />
David Bühn<br />
David Camacho<br />
David Darling<br />
David Déharbe<br />
David Gonzalez<br />
David Gustavsson<br />
David Kane<br />
David Kirchenbuechler<br />
David Larson<br />
David Lary<br />
David Lawrence<br />
David Matthews<br />
David Niedergeses<br />
David Nova<br />
David Owen<br />
David Richard Miranda<br />
David Said<br />
David Sanders<br />
David Sarrut<br />
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David Wilson<br />
David Worth<br />
David Zhong<br />
Dawid Pacha<br />
Dazhi Xu<br />
Dean Giustini<br />
Deb Collins<br />
Déborah-alexandra F.<br />
Dedrie Beardsley<br />
Deepa Rajumenon<br />
Delon Wu<br />
Denis Martín Barroso<br />
Denis Shestakov<br />
Denis Teysseyre<br />
Denise Kirby<br />
Dennis Becker<br />
Dennis Rödder<br />
Derek Keats<br />
Derrick Cogburn<br />
Dev Chakraborty<br />
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Dhavalkumar Thakker<br />
Di Yuhuo<br />
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Diana Leal<br />
Diana V Caballero Aldana<br />
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Diego Prates<br />
Diemo Schwarz<br />
Dieter Uckelmann<br />
Dimitar Kostadinov<br />
Ding Liu<br />
Dinsha Mistree<br />
Diogo Monteiro<br />
Dipen Deshpande<br />
Division Of Community Health<br />
Dmitriy Poznyak<br />
Dom Mellon<br />
Dominik Karczmarzyk<br />
Dominika Jurã-ä?kovã¡<br />
Dominique Blanchard<br />
Dominique Fortin<br />
Dominique Papin<br />
Don Brenner<br />
Dong-han Ham<br />
Dongyun Shin<br />
Doopyo Lee<br />
Douglas Soltau Gomes<br />
Dr Ashwini Pratap<br />
Dr Dr<br />
Dr Grant Ledgerwood<br />
Dries Bovijn<br />
Du Huynh<br />
Du Yu<br />
Duc Le<br />
Dulce Heredia<br />
Dustin Brewster<br />
E. Alan Hogue<br />
Eckhart Wittstock<br />
Ed O'loughlin<br />
Ed Wor<br />
Eddie Appiah<br />
Edson Anibal De Macedo Reis Batista<br />
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Eduardo Rocon<br />
Eduardo Veas<br />
Edwin Bedoya<br />
Edwin Wijnen<br />
Efraiin Centeno<br />
Efrain Aymat<br />
Egon Wegh<br />
Eitan Dabah<br />
Eleni Lobene<br />
Eli Namba<br />
Elis Bichman<br />
Elizabeth Martin<br />
Elizabeth Mcdonald<br />
Elizabeth Straughan<br />
Ellen Taetzsch<br />
Elson Liu<br />
Elvis Gaona<br />
Elyse Schmidt<br />
Emanuel Said<br />
Emanuele Ruffaldi<br />
Emil Cunningham<br />
Emile Carbone<br />
Emilie Gentilini<br />
Emilie Henrotte<br />
Emily Bernhardt<br />
Emily Dworkin<br />
Emina Sendijarevic<br />
Emma Williams<br />
Emmanuel Carvalho<br />
Emrys Schoemaker<br />
Enoch Filho<br />
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Enrique Barriga<br />
Eoin Casey<br />
Erdn Stephanie<br />
Eri Muto<br />
Eric Bouhassira<br />
Eric Deguns<br />
Eric Gasser<br />
Eric Grossman<br />
Eric Trautmann<br />
Erik Stattin<br />
Erik Van Hulsteijn<br />
Erika Haide Mendez Enriquez<br />
Erika Holguín<br />
Erin O'connor<br />
Erkan Koç<br />
Ernestina Perez<br />
Ernesto Ramirez<br />
Erwin Van Der Wouden<br />
Esperanza Rozas<br />
Essam Almansour<br />
Estrella Morenas-rodríguez<br />
Ethan White<br />
Eugeniu Costetchi<br />
Eva Helgadottir<br />
Eva Lionard<br />
Evelyn Sen<br />
Everton Carmo<br />
Ewa Sobczynska<br />
Ewb Umn<br />
Ewelina Melnarowicz<br />
Eyal Dayan<br />
Fabbri Rémi<br />
Fabian Göddert<br />
Fabio Ganovelli<br />
Fabrizio Falchi<br />
Faiz Alharbi<br />
Falk Sonnenschmidt<br />
Fan Zhang<br />
Fatih Orhan<br />
Fauza Jali<br />
Fawzi Hamad<br />
Federico Villatoro<br />
Feiyi Wang<br />
Feldmann Helen<br />
Felicia Lauridsen<br />
Felipe Andrés Gómez Velásquez<br />
Felipe Chaulet<br />
Felipe Monteiro<br />
Felix Engel<br />
Felix Jordan<br />
Felix Scholkmann<br />
Felix W. Von Aulock<br />
Felix Willnecker<br />
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Fenesi Annamaria<br />
Fenwick Mckelvey<br />
Fergus Gallagher<br />
Fernando Faci<br />
Fernando Galicia<br />
Fernando Macedo<br />
Fernando Marson<br />
Fernando Plazzotta<br />
Fernando Santamaria<br />
Fernando Siller<br />
Ferry Pramudianto<br />
Filip Larsed<br />
Filippo Buzzetti<br />
Fiona Utzinger<br />
Fiveprime Library<br />
Flavia Faria<br />
Flavio Pendolino<br />
Flavio Soares Correa Da Silva<br />
Florian Johannsen<br />
Floriane Léaux<br />
Folgert Karsdorp<br />
Frances Tracy<br />
Francesc Borrisser<br />
Francesca Pellicciotti<br />
Francesco Montorsi<br />
Francesco Orzi<br />
Francis Feingold<br />
Francis Gilgen<br />
Francis Harvey<br />
Francisco Bo<strong>net</strong><br />
Francisco Javier Aragón Sandoval<br />
Francisco Medeiros<br />
Francisco Osorio<br />
Francisco Urquiza<br />
Francisco Westermeier<br />
Franck Marchis<br />
François Dumoulin<br />
François Guern<br />
François Konschelle<br />
Francois Marechal<br />
Francois Serra<br />
Frank Acs<br />
Frank Aldershoff<br />
Frank Harnisch<br />
Frank Ra<br />
Frank Weinreich<br />
Fred Powledge<br />
Frédéric Clavert<br />
Frédéric Morain-nicolier<br />
Frederico Camargo<br />
Frederik Fix<br />
Frederik Verweij<br />
Fret Frat<br />
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