What was the challenge?The challenge for this design was to visualize (in a beautiful and meaningful manner) a very large data set providd by Mendeley (http://www.mendeley.com), “a free reference manager and academic social network that can help you organize your research, collaborate with others online, and discover the latest research.”

On September 26, 2011, there existed a total of 29,780,677 unique papers and30,470 public groups in the Mendeley network. Each group organizes references and scholars by an area of interest so that they can effectively collaborate in public or private. Every group is associated with one of the 25 Mendeley disciplines.

We were interested in analyzing this data and understanding charateristics of the many (and few) collaborations that occur between disciplines.

What was the solution?We approached the project by breaking the data down into three different levels (macro, meso, and micro) that would provide us what we wanted to see and help us (and others) understand this data.

We used the Mendeley API (http://dev.mendeley.com) for data harvesting, Science of Science (Sci2) Tool (https://sci2.cns.iu.edu) for data analysis and basic layout, and Gephi (http://gephi.org) for node and edge rendering. Adobe Illustrator was used for the final design. By importing the exported files from the above open-soucre software into Illustrator, we were able to

Category: Didactics

Project: Mendeley’s Evolving Network of Expertise and Knowledge

Contact:name: Michael J. Stampercompany/organisation: CNS Centere-mail: mstamper@indiana.eduwebsite: http://cns.iu.edu

break the initial visualization apart and then apply color and scale to better see the data in a beautiful and meaningful manner.

The main visualization is a bimodal network graph of group owners and their associated group disciplines, this provides the macro view of the inter-discipline collaborations. We show group owners that own more than one group and their association with the 25 group disciplines. Group owner nodes are circular and size coded by the number of categories they are associated with. Category (discipline) nodes are circular, red, and have the Mendeley logo on them. All nodes are labeled and type font size corresponds to number of in-links. The search and zoom functionality of the PDF file can provide the meso view where users can find and explore Mendeley’s expertise and knowledge network in detail.

What was the effect? The effect is that we were able to visualize the our data and come to a few conclusions that could help researchers. By using color, scale, we were able to see and make sense of the data in a visually dynamic manner.

Technically, we found that four disciplines (Biological Sciences, Computer and Information Science, Mathematics and Psychology) have a tendency towards higher cross-disciplinary collaboration compared to other disciplines. The discipline categories of Arts and Liberature, Astronomy / Astrophysic / Space Science, and Humanities disciplines are more self-productive and self-producing where the researchers are more focusedon topics in their own disciplines.

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SPOR

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CREA

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SPOR

TS A

NDRE

CREA

TION

LAW

LAW

Men

dele

y is

a fr

ee re

fere

nce

man

ager

that

sup

ports

the

colla

bora

tive

man

agem

ent,

exch

ange

, and

dis

cove

ry o

f res

earc

h pa

pers

and

refe

renc

es. I

t has

bee

n ca

lled

a La

st.fm

for r

esea

rch

[1] b

ecau

se o

f its

ope

n an

d in

terd

isci

plin

ary

data

base

, usa

ge-

base

d re

puta

tion

met

rics,

and

col

labo

rativ

e fil

terin

g.

On th

e le

ft is

the

bim

odal

net

wor

k gr

aph

of g

roup

ow

ners

with

thei

r ass

ocia

ted

grou

p di

scip

lines

. Plo

tting

all

grou

p ow

ners

and

the

man

y gr

oups

they

ow

n as

a

bim

odal

net

wor

k w

ould

requ

ire m

ore

spac

e th

an is

ava

ilabl

e he

re. I

nste

ad, w

e sh

ow g

roup

ow

ners

that

ow

n m

ore

than

one

gro

up a

nd th

eir a

ssoc

iatio

n w

ith th

e 25

dis

cipl

ines

. Gro

up o

wne

r nod

es a

re c

ircul

ar a

nd s

ize

code

d by

the

num

ber o

f cat

egor

ies

they

are

ass

ocia

ted

with

. Cat

egor

y (d

isci

plin

e) n

odes

are

circ

ular

, red

, an

d ha

ve th

e M

ende

ley

logo

on

them

. All

node

s ar

e la

bele

d an

d ty

pe fo

nt s

ize

corr

espo

nds

to n

umbe

r of i

n-lin

ks—

sear

ch a

nd z

oom

to fi

nd a

nd e

xplo

re M

ende

ley’

s ex

perti

se a

nd k

now

ledg

e ne

twor

k.

In O

ctob

er 2

010,

mor

e th

an 5

50,0

00 s

chol

ars

had

cont

ribut

ed 4

4 m

illio

n pa

pers

. On

Sept

embe

r 26,

201

1, th

ere

exis

t a to

tal o

f 29,

780,

677

uniq

ue p

aper

s an

d 30

,470

pub

lic g

roup

s. E

ach

grou

p or

gani

zes

refe

renc

es a

nd s

chol

ars

by a

n ar

ea o

f int

eres

t so

that

they

can

effe

ctiv

ely

colla

bora

te in

pub

lic o

r priv

ate.

Eve

ry g

roup

is

asso

ciat

ed w

ith o

ne o

f the

25

Men

dele

y di

scip

lines

.

Usin

g th

e M

ende

ley

API,

the

472

subd

isci

plin

es in

exi

sten

ce o

n Se

ptem

ber 2

6, 2

011

and

thei

r int

erlin

kage

with

the

25 d

isci

plin

es c

an b

e id

entif

ied.

Th

e bi

mod

al (s

ub)d

isci

plin

e ne

twor

k is

sho

wn

belo

w. D

isci

plin

e no

des

are

give

n in

red,

labe

led

and

size

cod

ed b

y th

e nu

mbe

r of s

ubdi

scip

lines

; sub

disc

iplin

es

are

show

n in

gre

en.

Usin

g th

e M

ende

ley

API,

all 1

8,58

7 gr

oup

owne

rs fo

r the

30,

470

grou

ps c

an b

e id

entif

ied.

Ten

of t

hem

ow

n m

ore

than

30

grou

ps:

We

have

ext

ract

ed 5

31 o

wne

rs w

ho o

wn

grou

ps fr

om m

ore

than

one

dis

cipl

ine

with

the

inte

nt o

f und

erst

andi

ng th

e ch

arac

teris

tics

of re

sear

cher

s in

eac

h di

scip

line.

The

follo

win

g fig

ure

show

s th

e cr

oss-

disc

iplin

e co

llabo

ratio

n ch

arac

teris

tic o

f fou

r diff

eren

t dis

cipl

ines

: Bio

logi

cal S

cien

ces,

Com

pute

r and

Info

rmat

ion

Scie

nce,

Mat

hem

atic

s an

d Ps

ycho

logy

. The

se fo

ur d

isci

plin

es c

lear

ly h

ave

a te

nden

cy to

war

ds h

ighe

r cro

ss-

disc

iplin

ary

colla

bora

tion

com

pare

d to

oth

er

disc

iplin

es. R

esea

rche

rs fr

om th

ese

disc

iplin

es h

ave

a va

riety

of r

esea

rch

inte

rest

s an

d pr

oduc

e cr

oss-

disc

iplin

e pu

blic

atio

ns. T

he A

rts a

nd L

iber

atur

e,

Astro

nom

y / A

stro

phys

ic /

Spac

e Sc

ienc

e, a

nd H

uman

ities

dis

cipl

ines

are

mor

e se

lf-pr

oduc

tive

and

self-

prod

ucin

g w

here

the

rese

arch

er a

re m

ore

focu

s on

thei

r dis

cipl

ine

topi

c.

ACKN

OWLE

DGM

ENTS

This

wor

k us

es th

e M

ende

ley

API (

http

://de

v.m

ende

ley.

com

/) fo

r dat

a ha

rves

ting,

the

Scie

nce

of S

cien

ce (S

ci2)

Too

l (ht

tp://

sci2

.cns

.iu.e

du) [

2] fo

r dat

a an

alys

is a

nd

layo

ut, G

ephi

(http

://ge

phi.o

rg) [

3] fo

r nod

e an

d ed

ge re

nder

ing,

and

Ado

be Il

lust

rato

r for

fina

l des

ign.

REFE

RENC

ES

[1]

Hen

ning

V, R

eich

elt J

. (20

08) M

ende

ley

- A

Las

t.fm

for R

esea

rch?

IEEE

Fou

rth In

tern

atio

nal C

onfe

renc

e on

eSc

ienc

e, p

p. 3

27–3

28.

[

2] S

ci2

Team

. (20

09).

Scie

nce

of S

cien

ce (S

ci2)

Too

l. In

dian

a Un

iver

sity

and

Sci

Tech

Stra

tegi

es, h

ttp://

sci2

.cns

.iu.e

du.

[

3] B

astia

n M

., He

yman

n S.

, Jac

omy

M. (

2009

). Ge

phi:

an o

pen

sour

ce s

oftw

are

for e

xplo

ring

and

man

ipul

atin

g ne

twor

ks. I

nter

natio

nal A

AAI C

onfe

renc

e

on

Web

logs

and

Soc

ial M

edia

.

MEN

DELE

Y’S

EVOL

VING

NET

WOR

KOF

EXP

ERTI

SE A

ND K

NOW

LEDG

E

Katy

Bör

ner (

katy

@in

dian

a.ed

u)Ch

in H

ua K

ong

(kon

gch@

indi

ana.

edu)

Mic

hael

J. S

tam

per (

mst

ampe

r@in

dian

a.ed

u)

Cybe

rinfra

stru

ctur

e fo

r Net

wor

k Sc

ienc

e Ce

nter

Sch

ool o

f Lib

rary

and

Info

rmat

ion

Scie

nce,

Indi

ana

Univ

ersi

ty 1

320

E. 1

0th

St, W

ells

Lib

rary

Blo

omin

gton

, IN

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