KredibleNet Workshop at Stanford U – Most intriguing topics and active interactions on Twitter

Crowdsourcing and social media trust emerged to be the most Twitter-discussed topics related to the second Kredible Net  workshop on Trust, Authority, and Credibility in social media, which I co-organized at Stanford University. A NodeXL analysis also suggests that the conversation was carried in 7 distinct groups nested in  a overall community of 56 Twitter users that expressed an interest in the workshop . NodeXL is a tool for mapping the social graph of interactions in social media. It displays in the form of a social graph the relationship between Twitter users that reply to or retweet each other. The image below displays that connections between 56 Twitter users whose recent tweets contained “#kredible”. (More about the http://kredible.net project….)

Kredible Net Workshop: NodeXL graph analysis of  Twitter Interactions
Kredible Net Workshop: NodeXL graph analysis of Twitter Interactions. G1-7: discrete groups of Twitter interactions. The network was obtained on Saturday, 19 October 2013 at 05:58 UTC. There is an edge for each “replies-to” relationship in a tweet. There is an edge for each “mentions” relationship in a tweet. There is a self-loop edge for each tweet that is not a “replies-to” or “mentions”. The tweets were made over the 1-day, 0-hour, 24-minute period from Friday, 18 October 2013 at 05:04 UTC to Saturday, 19 October 2013 at 05:29 UTC. The graph’s vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm. The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm. The edge colors are based on edge weight values. The edge widths are based on edge weight values. The edge opacities are based on edge weight values. The vertex sizes are based on followers values. The vertex opacities are based on followers values.

 

Overall Graph Metrics:
Vertices: 56
Unique Edges: 88
Edges With Duplicates: 129
Total Edges: 217
Self-Loops: 41
Reciprocated Vertex Pair Ratio: 0.11214953271028
Reciprocated Edge Ratio: 0.201680672268908
Connected Components: 3
Single-Vertex Connected Components: 1
Maximum Vertices in a Connected Component: 51
Maximum Edges in a Connected Component: 211
Maximum Geodesic Distance (Diameter): 4
Average Geodesic Distance: 2.516425
Graph Density: 0.0386363636363636
Modularity: 0.252182
NodeXL Version: 1.0.1.245

Top 10 Twitter Users, Ranked by Betweenness Centrality:
ithinkblog
martharussell
tmccormick
jnkka
jcpolls
edchi
therealcaverlee
frandallfarmer
jjussila
katypearce

Top URLs in Tweet in Entire Graph:
http://kredible.net/in/second-kredible-net-workshop-stanford-university/
https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=9785
http://www.zmescience.com/research/studies/gamers-solve-decade-old-hiv-puzzle-in-ten-days/
http://www.flickr.com/photos/marc_smith/sets/72157636699361043/
http://faculty.cse.tamu.edu/caverlee/pubs/lee10sigir.pdf
https://docs.google.com/document/d/1RMoH69Zx3A6UNCjBlGyA5fKiL_unEI809tirsZsI8Pg/edit
http://hci.stanford.edu/publications/2013/CrowdWork/futureofcrowdwork-cscw2013.pdf
http://hci.stanford.edu/publications/2013/FlashTeams/FlashTeams_CrowdConf2013.pdf
https://docs.google.com/document/d/1ddWIULdEEY6nZ1Azb9JnRm2-6hnjeo4hc6nYApdbd4c/pub
http://kredible.net/in/live-tweeting-the-second-krediblenet-workshop-co-hosted-with-mediax-and-smrf-at-stanford/

Top URLs in Tweet in G2:
http://kredible.net/in/second-kredible-net-workshop-stanford-university/
https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=9785
http://instagram.com/p/fntx5jLdkD/
http://en.wikipedia.org/wiki/Logistic_growth
http://faculty.cse.tamu.edu/caverlee/pubs/lee10sigir.pdf
http://www.slideshare.net/jukkahuhtamaki/krediblenet-relationalcapitalv05
http://nanohub.org/
http://hci.stanford.edu/publications/2013/FlashTeams/FlashTeams_CrowdConf2013.pdf
https://skydrive.live.com/redir.aspx?cid=0454a278028f89c0&resid=454A278028F89C0!469&parid=454A278028F89C0!461&authkey=!ANK7GSOHPRyKjiY
https://skydrive.live.com/redir.aspx?cid=0454a278028f89c0&resid=454A278028F89C0!463&parid=454A278028F89C0!461&authkey=!AHyCc2MKBWl_5zE

Top URLs in Tweet in G3:
http://kredible.net/in/second-kredible-net-workshop-stanford-university/
https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=9785
http://www.flickr.com/photos/marc_smith/sets/72157636699361043/
https://www.facebook.com/krediblenet
http://kredible.net/in/live-tweeting-the-second-krediblenet-workshop-co-hosted-with-mediax-and-smrf-at-stanford/
https://docs.google.com/document/d/1RMoH69Zx3A6UNCjBlGyA5fKiL_unEI809tirsZsI8Pg/edit

Top URLs in Tweet in G4:
https://docs.google.com/file/d/1EwqbKehEpxWVQ2rt3_JMnkl89wY9YnRVjM3vw3h5ygrJ4DJw53r6SMy6zKZs/edit?usp=sharing
http://kredible.net/in/second-kredible-net-workshop-stanford-university
https://docs.google.com/document/d/1ddWIULdEEY6nZ1Azb9JnRm2-6hnjeo4hc6nYApdbd4c/pub
http://hci.stanford.edu/publications/2013/CrowdWork/futureofcrowdwork-cscw2013.pdf

Top URLs in Tweet in G6:
http://kredible.net/in/second-kredible-net-workshop-stanford-university/
http://www.zmescience.com/research/studies/gamers-solve-decade-old-hiv-puzzle-in-ten-days/
http://www.amazon.com/gp/aw/d/059615979X
http://www.flickr.com/photos/marc_smith/sets/72157636699361043/
http://xoxco.com/clickable/i-love-my-chicken-wire-mommy
http://www.flickr.com/photo.gne?short=gLJrXY
http://www.socialmediaclarity.net/
http://faculty.cse.tamu.edu/caverlee/pubs/lee10sigir.pdf

Top Domains in Tweet in Entire Graph:
kredible.net
nodexlgraphgallery.org
flickr.com
live.com
google.com
zmescience.com
stanford.edu
tamu.edu
instagram.com
socialmediaclarity.net

Top Domains in Tweet in G2:
live.com
kredible.net
nodexlgraphgallery.org
instagram.com
wikipedia.org
tamu.edu
slideshare.net
nanohub.org
stanford.edu

Top Domains in Tweet in G3:
kredible.net
nodexlgraphgallery.org
flickr.com
facebook.com
google.com

Top Domains in Tweet in G4:
google.com
kredible.net
stanford.edu

Top Domains in Tweet in G6:
kredible.net
zmescience.com
flickr.com
amazon.com
xoxco.com
socialmediaclarity.net
tamu.edu

Top Hashtags in Tweet in Entire Graph:
kredible
mediaxstanford
edelmanpr
reputation
crowdsourcing
msbersnt
socialmedia
researchers
ladamadetroya
agree

Top Hashtags in Tweet in G1:
kredible
mediaxstanford
edelmanpr
msbersnt
jurelescovec
ladamadetroya
tedwelser
lsanger
edelman

Top Hashtags in Tweet in G2:
kredible
mediaxstanford
facebook
verkostoanalyysi
crowdsourcing
contextcollapse
msbersnt
www14
stackoverflow
flashteams

Top Hashtags in Tweet in G3:
kredible
mediaxstanford
reputation
ladamadetroya
media
socialmedia
researchers
crowdsourcing
msbersnt
googleglass

Top Hashtags in Tweet in G4:
kredible
agree
mediaxstanford
googleglass
openaccess
flashteam
cscw13

Top Hashtags in Tweet in G5:
kredible
mediaxstanford
agree
bots

Top Hashtags in Tweet in G6:
kredible
mediaxstanford
socialmedia
researchers
reputation
purdue

Top Hashtags in Tweet in G7:
kred
kredible
extra

Top Hashtags in Tweet in G8:
kredible

Top Words in Tweet in Entire Graph:
kredible
mediaxstanford
rt
workshop
social
media
edchi
amp
ithinkblog
martharussell

Top Words in Tweet in G1:
kredible
mediaxstanford
social
philgomes
media
experts
edelmanpr
amp
trust
rt

Top Words in Tweet in G2:
kredible
rt
mediaxstanford
social
edchi
workshop
jure
martharussell
trust
today

Top Words in Tweet in G3:
kredible
rt
workshop
mediaxstanford
ithinkblog
media
online
marc_smith
tedwelser
martharussell

Top Words in Tweet in G4:
kredible
preso
amp
lsanger
ithinkblog
msbernst
rt
jcpolls
mediaxstanford
v

Top Words in Tweet in G5:
kredible
mediaxstanford
2010
ithinkblog
wikipedia
content
edchi
twitter
therealcaverlee
online

Top Words in Tweet in G6:
kredible
rt
workshop
today
stanford
therealcaverlee
mediaxstanford
frandallfarmer
edchi
via

Top Words in Tweet in G7:
extra
sandanyi
kred
kredible

Top Word Pairs in Tweet in Entire Graph:
kredible,mediaxstanford
kredible,workshop
social,media
rt,martharussell
mediaxstanford,philgomes
mediaxstanford,kredible
philgomes,edelmanpr
martharussell,kredible
workshop,stanford
rt,ithinkblog

Top Word Pairs in Tweet in G1:
kredible,mediaxstanford
mediaxstanford,philgomes
social,media
philgomes,edelmanpr
mediaxstanford,kredible
rt,martharussell
martharussell,kredible
edelmanpr,academics
academics,experts
experts,amp

Top Word Pairs in Tweet in G2:
kredible,mediaxstanford
rt,martharussell
social,media
rt,ithinkblog
martharussell,kredible
kredible,workshop
reputation,trust
trust,authority
authority,workshop
workshop,stanford

Top Word Pairs in Tweet in G3:
kredible,workshop
rt,martharussell
ithinkblog,tedwelser
kredible,reputation
social,media
rt,marc_smith
tedwelser,bell
bell,cat
cat,kredible
reputation,make

Top Word Pairs in Tweet in G4:
kredible,preso
lsanger,v
v,interesting
interesting,kredible
preso,muy
muy,curious
curious,see
see,lnfobitt
lnfobitt,now
future,crowd

Top Word Pairs in Tweet in G5:
kredible,mediaxstanford
bots,kredible
today,kredible
250,million
million,editorial
editorial,interventions
interventions,wikipedia
wikipedia,2001
2001,2010
2010,lot

Top Word Pairs in Tweet in G6:
kredible,workshop
rt,frandallfarmer
workshop,stanford
gamers,solve
solve,decade
decade,old
old,hiv
hiv,puzzle
puzzle,ten
ten,days

Top Replied-To in Entire Graph:
therealcaverlee
edchi
jure
ithinkblog
tmccormick
lsanger
msbernst
ladamic
tedwelser
internetpapers

Top Replied-To in G1:
therealcaverlee
jure
edchi

Top Replied-To in G2:
edchi
jure
therealcaverlee
ladamic
msbernst
lsanger

Top Replied-To in G3:
tmccormick
jnkka
frandallfarmer
mwwgroup
internetpapers
tedwelser
ithinkblog

Top Replied-To in G4:
therealcaverlee
ithinkblog
msbernst
lsanger
edchi
jcpolls
jure

Top Replied-To in G5:
lsanger
edchi
therealcaverlee
ithinkblog
ladamic
jure

Top Replied-To in G7:
sobelive

Top Mentioned in Entire Graph:
martharussell
edchi
ithinkblog
philgomes
marc_smith
therealcaverlee
msbernst
jcpolls
jure
mediaxstanford

Top Mentioned in G1:
philgomes
martharussell
gekco
jnkka
luosidao

Top Mentioned in G2:
martharussell
edchi
ithinkblog
jure
jnkka
ladamic
marc_smith
jcpolls
msbernst
katypearce

Top Mentioned in G3:
marc_smith
ithinkblog
martharussell
tedwelser
edchi
jcpolls
mediaxstanford
msbernst
therealcaverlee
tmccormick

Top Mentioned in G4:
lsanger
lnfobitt
jcpolls
tmccormick
springerpub
mediaxstanford
edchi
msbernst
elizgerber
aaronshaw

Top Mentioned in G5:
wikipedia
ithinkblog
therealcaverlee
googleglass
edchi
langerresearch
twitter
facebook
jcpolls

Top Mentioned in G6:
therealcaverlee
frandallfarmer
edchi
mediaxstanford
stanford
marc_smith
jure
ladamic
msbernst
martharussell

Top Mentioned in G7:
sandanyi
klout
junestoyer

Top Tweeters in Entire Graph:
junestoyer
sandanyi
rrichard09
katypearce
sobelive
luosidao
tmccormick
ithinkblog
googleglass
arjanharing

Top Tweeters in G1:
luosidao
arjanharing
jayster
philgomes
lilmisswordy
mayapare
sciencerockstar
martharussell
gekco

Top Tweeters in G2:
rrichard09
katypearce
edchi
johannabragge
jnkka
internetpapers
ladamic
nanohubnews
weiwutao

Top Tweeters in G3:
ithinkblog
dretelny
mwwgroup
marc_smith
jjussila
i_robi
alexandra__to
tedwelser
noviresearch

Top Tweeters in G4:
tmccormick
msbernst
lsanger
springerpub
aaronshaw
johnjhorton
elizgerber
johnz_ixd
mattlease

Top Tweeters in G5:
googleglass
tchambers
wikipedia
twitter
facebook
langerresearch
jcpolls
jure

Top Tweeters in G6:
garcity
stanford
frandallfarmer
therealcaverlee
infolaber
mediaxstanford
fvanrenterghem

Top Tweeters in G7:
junestoyer
sandanyi
sobelive
klout

Top Tweeters in G8:
jdfoote

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Sorin Adam Matei

Sorin Adam Matei - Professor of Communication at Purdue University - studies the relationship between information technology and social groups. He published papers and articles in Journal of Communication, Communication Research, Information Society, and Foreign Policy. He is the author or co-editor of several books. The most recent is Structural differentation in social media. He also co-edited Ethical Reasoning in Big Data,Transparency in social media and Roles, Trust, and Reputation in Social Media Knowledge Markets: Theory and Methods (Computational Social Sciences) , all three the product of the NSF funded KredibleNet project. Dr. Matei's teaching portfolio includes online interaction, and online community analytics and development classes. His teaching makes use of a number of software platforms he has codeveloped, such as Visible Effort . Dr. Matei is also known for his media work. He is a former BBC World Service journalist whose contributions have been published in Esquire and several leading Romanian newspapers. In Romania, he is known for his books Boierii Mintii (The Mind Boyars), Idolii forului (Idols of the forum), and Idei de schimb (Spare ideas).

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