recsys OR recsys21 OR recsys2021, Twitter, 5/16/2021 8:39:08 AM, 254862


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recsys OR recsys21 OR recsys2021_2021-05-15_21-11-06.xlsx
recsys OR recsys21 OR recsys2021_2021-05-15_21-11-06.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 16, 2021
Short Description:
recsys OR recsys21 OR recsys2021 via NodeXL https://bit.ly/3yf2hgg
@kirkdborne
@code_convention
@shaina17433400
@mdekstrand
@gp_pulipaka
@acmrecsys
@sheraj99
@pega
@even_oldridge
@trendsinai

Top hashtags:
#bigdata
#machinelearning
#recsys
#ai
#datascience
#analytics

Description:
Description
The graph represents a network of 466 Twitter users whose tweets in the requested range contained "recsys OR recsys21 OR recsys2021", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 16 May 2021 at 04:11 UTC.

The requested start date was Sunday, 16 May 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 18-hour, 27-minute period from Sunday, 02 May 2021 at 03:57 UTC to Friday, 14 May 2021 at 22:24 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

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.


Author Description


Overall Graph Metrics
Vertices : 466
Unique Edges : 271
Edges With Duplicates : 972
Total Edges : 1243
Number of Edge Types : 5
Retweet : 430
MentionsInRetweet : 547
Mentions : 133
Tweet : 109
Replies to : 24
Self-Loops : 116
Reciprocated Vertex Pair Ratio : 0.0433212996389892
Reciprocated Edge Ratio : 0.0830449826989619
Connected Components : 93
Single-Vertex Connected Components : 45
Maximum Vertices in a Connected Component : 236
Maximum Edges in a Connected Component : 873
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.930745
Graph Density : 0.00266740504868706
Modularity : 0.433047
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 466 Twitter users whose tweets in the requested range contained "recsys OR recsys21 OR recsys2021", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 16 May 2021 at 04:11 UTC.

The requested start date was Sunday, 16 May 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 18-hour, 27-minute period from Sunday, 02 May 2021 at 03:57 UTC to Friday, 14 May 2021 at 22:24 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : recsys OR recsys21 OR recsys2021
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[64] https://www.datasciencecentral.com/profiles/blogs/6448529:BlogPost:1041799#KieranWhitehouse44256
[11] https://www.datasciencecentral.com/profiles/blogs/machine-learning-in-one-picture
[11] https://www.prnewswire.com/news-releases/pega-process-ai-delivers-self-optimizing-process-automation-301267649.html
[11] https://engage.bah.com/Article/Redirect/3649edd2-abf7-469c-b78e-e8164792215e?uc=30185&g=e8a49665-4174-40c8-84bf-67f3b3147539&f=132254
[5] https://www.datasciencecentral.com/profiles/blogs/the-role-of-technology-in-fostering-e-commerce-business-growth
[5] https://www.tandfonline.com/doi/full/10.1080/13688790.2020.1764267?src=recsys&cookieSet=1
[5] https://www.psytoolkit.org/c/3.3.2/survey?s=MRz6u
[4] https://developer.nvidia.com/blog/how-to-build-a-winning-recommendation-system-part-1/
[4] http://www.datasciencecentral.com/profiles/blogs/test-or-get-fired-harrah-s-casino-s-amazing-philosophy
[3] https://www.frontiersin.org/journals/big-data/sections/recommender-systems

Top URLs in Tweet in G1:
[58] https://www.datasciencecentral.com/profiles/blogs/6448529:BlogPost:1041799#KieranWhitehouse44256
[9] https://www.prnewswire.com/news-releases/pega-process-ai-delivers-self-optimizing-process-automation-301267649.html
[9] https://engage.bah.com/Article/Redirect/3649edd2-abf7-469c-b78e-e8164792215e?uc=30185&g=e8a49665-4174-40c8-84bf-67f3b3147539&f=132254
[8] https://www.datasciencecentral.com/profiles/blogs/machine-learning-in-one-picture
[3] http://www.datasciencecentral.com/profiles/blogs/test-or-get-fired-harrah-s-casino-s-amazing-philosophy
[3] https://www.datasciencecentral.com/profiles/blogs/the-role-of-technology-in-fostering-e-commerce-business-growth
[2] https://www.prnewswire.com/news-releases/new-pega-low-code-capabilities-enable-both-pro-and-citizen-developers-to-design-ultra-modern-digital-experiences-301282609.html
[1] https://twitter.com/kirkdborne/status/1321299177809289217
[1] https://www.pega.com/events/pegaworld
[1] https://www.theinsaneapp.com/2021/03/system-design-and-recommendation-algorithms.html?spref=tw

Top URLs in Tweet in G2:
[6] https://www.datasciencecentral.com/profiles/blogs/6448529:BlogPost:1041799#KieranWhitehouse44256
[3] https://www.datasciencecentral.com/profiles/blogs/machine-learning-in-one-picture
[2] https://blog.twitter.com/engineering/en_us/topics/insights/2021/fusing-elasticsearch-with-neural-networks-to-identify-data.html
[2] https://analyticsindiamag.com/inside-netflixs-recommendation-engine/
[2] https://towardsdatascience.com/transformer-based-real-time-recommendation-at-scribd-5fa05f000c47
[2] https://www.prnewswire.com/news-releases/pega-process-ai-delivers-self-optimizing-process-automation-301267649.html
[2] https://www.datasciencecentral.com/profiles/blogs/the-role-of-technology-in-fostering-e-commerce-business-growth
[2] https://engage.bah.com/Article/Redirect/3649edd2-abf7-469c-b78e-e8164792215e?uc=30185&g=e8a49665-4174-40c8-84bf-67f3b3147539&f=132254
[1] https://medium.com/nvidia-merlin/scalable-deployment-pipeline-of-deep-learning-based-recommender-systems-with-nvidia-merlin-8cd4c599d7e0
[1] https://developer.nvidia.com/blog/how-to-build-a-winning-recommendation-system-part-2-deep-learning-for-recommender-systems/

Top URLs in Tweet in G3:
[2] https://www.tandfonline.com/doi/full/10.1080/03004279.2020.1742185?src=recsys&cookieSet=1
[2] https://www.tandfonline.com/doi/full/10.1080/14737175.2020.1826931?src=recsys&cookieSet=1
[1] https://upflow.co/l/F5IB
[1] https://api.recsys.opera.com/api/1.0/reader/article/63b8445e0761ff37d0cecad13897886e8d07e351
[1] https://m.bild.de/regional/muenchen/muenchen-aktuell/innenstadtwirte-muenchen-melden-wirtshauswiesn-soll-stattfinden-76259924.bildMobile.html###wt_ref=https%3A%2F%2Fapi.recsys.opera.com%2F&wt_t=1619947979733
[1] https://www.tandfonline.com/doi/abs/10.1207/S15327582IJPR1301_03?src=recsys#.YI6s3qyObVk.twitter
[1] https://www.tandfonline.com/doi/full/10.1080/1369183X.2020.1822158?src=recsys#.YI6o-doUhzo.twitter
[1] https://www.tandfonline.com/doi/abs/10.1207/s15327582ijpr1401_4?src=recsys#.YI6q-Xzlk8g.twitter
[1] https://www.tandfonline.com/doi/abs/10.1207/s15327582ijpr0601_5?src=recsys#.YI6rHITcGis.twitter
[1] https://www.tandfonline.com/doi/abs/10.3200/SOCP.149.3.365-383?src=recsys#.YI6rnr-B4dU.twitter

Top URLs in Tweet in G4:
[2] https://recsys.acm.org/recsys21/call/#content-tab-1-7-tab
[1] https://www.psytoolkit.org/c/3.3.2/survey?s=MRz6u
[1] https://perspectives-ws.github.io/
[1] https://recsys.acm.org/recsys21/call/#content-tab-1-2-tab
[1] https://recsys.acm.org/recsys21/call/
[1] https://recsys.acm.org/recsys21/call/#content-tab-1-4-tab
[1] https://arxiv.org/abs/2105.05779
[1] https://simurec.piret.info/cfp/
[1] https://ailab.criteo.com/download-criteo-1tb-click-logs-dataset/
[1] https://recsys-twitter.com/

Top URLs in Tweet in G5:
[1] https://www.rmit.edu.au/students/student-essentials/information-for/research-candidates/enriching-your-candidature/grants-and-scholarships/postgraduate-by-research/phd-scholarship-in-automated-decision-making-and-recommender-systems

Top URLs in Tweet in G7:
[4] https://www.psytoolkit.org/c/3.3.2/survey?s=MRz6u
[2] https://www.frontiersin.org/journals/big-data/sections/recommender-systems

Top URLs in Tweet in G8:
[2] https://www.tandfonline.com/doi/full/10.1080/14719037.2017.1327181?src=recsys&cookieSet=1

Top URLs in Tweet in G9:
[2] https://eide.ai/recsys/2021/05/05/dynamic-slate-recsys.html

Top URLs in Tweet in G10:
[3] https://www.tandfonline.com/doi/full/10.1080/22221751.2020.1725399?cookieSet=1
[3] https://www.tandfonline.com/doi/full/10.1080/22221751.2020.1719902?src=recsys&cookieSet=1

Top Domains
Top Domains in Tweet in Entire Graph:
[84] datasciencecentral.com
[73] tandfonline.com
[19] dy.si
[13] prnewswire.com
[11] bah.com
[8] twitter.com
[5] nvidia.com
[5] github.io
[5] acm.org
[5] psytoolkit.org

Top Domains in Tweet in G1:
[72] datasciencecentral.com
[11] prnewswire.com
[9] bah.com
[1] twitter.com
[1] pega.com
[1] theinsaneapp.com

Top Domains in Tweet in G2:
[12] datasciencecentral.com
[2] twitter.com
[2] analyticsindiamag.com
[2] towardsdatascience.com
[2] prnewswire.com
[2] bah.com
[1] medium.com
[1] nvidia.com
[1] dy.si

Top Domains in Tweet in G3:
[26] tandfonline.com
[18] dy.si
[3] github.io
[1] upflow.co
[1] opera.com
[1] bild.de
[1] imgur.com
[1] eval.ai
[1] abc.es
[1] getrevue.co

Top Domains in Tweet in G4:
[5] acm.org
[1] psytoolkit.org
[1] github.io
[1] arxiv.org
[1] piret.info
[1] criteo.com
[1] recsys-twitter.com
[1] medium.com
[1] theinsaneapp.com
[1] twitter.com

Top Domains in Tweet in G5:
[1] edu.au

Top Domains in Tweet in G7:
[4] psytoolkit.org
[2] frontiersin.org

Top Domains in Tweet in G8:
[2] tandfonline.com

Top Domains in Tweet in G9:
[2] eide.ai

Top Domains in Tweet in G10:
[6] tandfonline.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[268] bigdata
[261] machinelearning
[253] recsys
[233] ai
[195] datascience
[174] analytics
[143] iot
[138] iiot
[120] python
[81] abdsc



Top Hashtags in Tweet in G1:
[91] bigdata
[82] machinelearning
[70] abdsc
[58] ai
[27] datascience
[24] recsys
[14] cx
[13] predictiveanalytics
[12] iot
[11] iiot

Top Hashtags in Tweet in G2:
[175] bigdata
[175] ai
[175] machinelearning
[167] datascience
[165] recsys
[164] analytics
[131] iot
[127] iiot
[112] python
[29] pytorch

Top Hashtags in Tweet in G3:
[12] recsys
[11] gpu
[1] pisa
[1] machinelearning
[1] lasige
[1] awyiss
[1] sigir2021
[1] kdd2021
[1] wsdm2021
[1] recsys2021

Top Hashtags in Tweet in G4:
[27] recsys
[13] recsys2021
[7] cfp
[7] perspectives2021
[4] recsysxfashion
[2] simurec
[1] doctoralsymposium
[1] phd
[1] mentoring
[1] problems

Top Hashtags in Tweet in G5:
[1] recsys
[1] fate

Top Hashtags in Tweet in G6:
[6] recsys
[1] gpu

Top Hashtags in Tweet in G7:
[6] recsys
[2] bigdata
[2] recommendersystems
[2] recsys2021
[1] cfp
[1] perspectives2021

Top Hashtags in Tweet in G8:
[2] digitalgovernment
[2] publicmanagement
[2] onlinemunicipalfinance
[2] crisisprevention
[1] nationalinicators
[1] localdiplomacy
[1] nationalindicators

Top Hashtags in Tweet in G9:
[1] recsys

Top Words
Top Words in Tweet in Entire Graph:
[268] #bigdata
[261] #machinelearning
[253] #recsys
[233] #ai
[195] #datascience
[174] #analytics
[143] #iot
[138] #iiot
[120] #python
[114] kirkdborne

Top Words in Tweet in G1:
[95] kirkdborne
[91] #bigdata
[82] #machinelearning
[70] #abdsc
[58] spotify
[58] uses
[58] artificial
[58] intelligence
[58] #ai
[52] #datascien

Top Words in Tweet in G2:
[175] #bigdata
[175] #ai
[175] #machinelearning
[167] #datascience
[165] #recsys
[164] #analytics
[131] #iot
[127] #iiot
[112] #python
[73] gp_pulipaka

Top Words in Tweet in G3:
[30] nvidia
[22] deployment
[22] end
[22] challenges
[13] recsys
[13] scale
[12] #recsys
[12] one
[12] critical
[11] model

Top Words in Tweet in G4:
[27] #recsys
[21] acmrecsys
[19] recsys
[18] fairness
[17] survey
[17] mdekstrand
[17] information
[16] preprint
[16] alert
[16] systematization

Top Words in Tweet in G5:
[16] phd
[14] scholarships
[14] rmitcomputing
[14] work
[14] multi
[14] institution
[14] multidisciplinary
[14] australian
[14] research
[13] flosalim

Top Words in Tweet in G6:
[22] end
[12] deployment
[12] challenges
[11] model
[11] critical
[11] step
[11] pipelines
[11] one
[11] biggest
[11] ml

Top Words in Tweet in G7:
[6] #recsys
[4] alansaid
[4] help
[4] students
[4] participating
[4] survey
[2] finally
[2] journal
[2] things
[2] frontiersin

Top Words in Tweet in G8:
[2] #digitalgovernment
[2] #publicmanagement
[2] research
[2] finding
[2] crossroads
[2] #onlinemunicipalfinance
[2] #crisisprevention
[2] localfinance
[2] uclg_org
[2] uclgafrica

Top Words in Tweet in G9:
[6] very
[6] excited
[6] present
[6] dynamic
[6] slate
[6] recommendation
[6] gated
[6] recurrent
[6] units
[6] thompson

Top Words in Tweet in G10:
[6] eerste
[4] china
[3] simonegezond
[3] wim04789402
[3] wybrenvanhaga
[3] robertjensen
[3] wetenschappelijk
[3] artikel
[3] uit
[3] vervolg

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[188] #datascience,#ai
[174] #bigdata,#analytics
[174] #analytics,#datascience
[155] #ai,#machinelearning
[136] #iot,#iiot
[118] #machinelearning,#recsys
[89] #iiot,#python
[83] #recsys,#iot
[64] spotify,uses
[64] uses,artificial

Top Word Pairs in Tweet in G1:
[58] spotify,uses
[58] uses,artificial
[58] artificial,intelligence
[58] intelligence,#bigdata
[58] #bigdata,#machinelearning
[58] #machinelearning,#abdsc
[52] kirkdborne,spotify
[52] #abdsc,#datascien
[22] kirkdborne,pega
[21] #datascience,#ai

Top Word Pairs in Tweet in G2:
[167] #datascience,#ai
[164] #bigdata,#analytics
[164] #analytics,#datascience
[141] #ai,#machinelearning
[127] #iot,#iiot
[110] #machinelearning,#recsys
[83] #iiot,#python
[77] #recsys,#iot
[58] inside,netflix
[58] netflix,recommendation

Top Word Pairs in Tweet in G3:
[11] model,deployment
[11] deployment,critical
[11] critical,step
[11] step,end
[11] end,end
[11] end,pipelines
[11] pipelines,one
[11] one,biggest
[11] biggest,challenges
[11] challenges,ml

Top Word Pairs in Tweet in G4:
[16] preprint,alert
[16] alert,survey
[16] survey,systematization
[16] systematization,fairness
[16] fairness,information
[16] information,retrieval
[16] retrieval,#recsys
[16] #recsys,d_anubrata
[15] mdekstrand,preprint
[9] recsys,research

Top Word Pairs in Tweet in G5:
[14] phd,scholarships
[14] scholarships,rmitcomputing
[14] rmitcomputing,work
[14] work,multi
[14] multi,institution
[14] institution,multidisciplinary
[14] multidisciplinary,australian
[14] australian,research
[13] flosalim,phd
[13] research,co

Top Word Pairs in Tweet in G6:
[11] model,deployment
[11] deployment,critical
[11] critical,step
[11] step,end
[11] end,end
[11] end,pipelines
[11] pipelines,one
[11] one,biggest
[11] biggest,challenges
[11] challenges,ml

Top Word Pairs in Tweet in G7:
[4] help,students
[4] students,participating
[4] participating,survey
[4] survey,#recsys
[3] alansaid,help
[2] finally,journal
[2] journal,things
[2] things,#recsys
[2] #recsys,frontiersin
[2] frontiersin,#bigdata

Top Word Pairs in Tweet in G8:
[2] #digitalgovernment,#publicmanagement
[2] #publicmanagement,research
[2] research,finding
[2] finding,crossroads
[2] crossroads,#onlinemunicipalfinance
[2] #crisisprevention,localfinance
[2] uclg_org,uclgafrica
[2] uclgafrica,uclg_eurasia
[2] uclg_eurasia,uclgaspac
[2] uclgaspac,forumofregions

Top Word Pairs in Tweet in G9:
[6] very,excited
[6] excited,present
[6] present,dynamic
[6] dynamic,slate
[6] slate,recommendation
[6] recommendation,gated
[6] gated,recurrent
[6] recurrent,units
[6] units,thompson
[6] thompson,sampling

Top Word Pairs in Tweet in G10:
[3] simonegezond,wim04789402
[3] wim04789402,wybrenvanhaga
[3] wybrenvanhaga,robertjensen
[3] eerste,wetenschappelijk
[3] wetenschappelijk,artikel
[3] artikel,uit
[3] uit,china
[3] china,eerste
[3] eerste,vervolg
[3] vervolg,onderzoek

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@gp_pulipaka
@sheraj99
@pega
@doxyaxone
@acmrecsys
@mdekstrand
@d_anubrata
@r
@rmitcomputing

Top Mentioned in G1:
@kirkdborne
@pega
@gp_pulipaka
@new081082
@sheraj99
@doxyaxone
@shaina17433400

Top Mentioned in G2:
@gp_pulipaka
@sheraj99
@doxyaxone
@kirkdborne
@techopcode
@thisisgulshan
@pega
@wil_bielert
@franciscomcouto
@jigarhalani3

Top Mentioned in G3:
@lunarroot
@homeschool_res

Top Mentioned in G4:
@acmrecsys
@mdekstrand
@d_anubrata
@r
@even_oldridge
@christine_bauer
@totopampin
@alansaid
@karlhigley
@pcastells

Top Mentioned in G5:
@rmitcomputing
@flosalim
@admscentre

Top Mentioned in G6:
@nvidiaai
@seguraandres7

Top Mentioned in G7:
@alansaid
@frontiersin
@mehdielaahi
@mansourymasoud
@ssahebi
@zahranazari1
@_ajbc
@goethals
@christine_bauer
@acmrecsys

Top Mentioned in G8:
@localfinance
@uclg_org
@uclgafrica
@uclg_eurasia
@uclgaspac
@forumofregions
@teconomics
@uclgmewaorg

Top Mentioned in G9:
@freeges
@simeneide
@dleslielancs
@pytorch
@pyroai

Top Mentioned in G10:
@simonegezond
@wim04789402
@wybrenvanhaga
@robertjensen
@nietsist

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@xaelbot
@bexxmodd
@cybersecurityn8
@thedeveloperbot
@trendsinai
@ssxman2
@andrewmorrisuk
@dataaugmented
@code_convention

Top Tweeters in G1:
@dataaugmented
@code_convention
@hubofml
@artificialbra1n
@fabriciosx
@rozenian
@jfsebastian146
@godfrey_g_
@datascience__
@education_24x7

Top Tweeters in G2:
@chidambara09
@xaelbot
@bexxmodd
@cybersecurityn8
@thedeveloperbot
@trendsinai
@ssxman2
@andrewmorrisuk
@discovertech3
@coder_487

Top Tweeters in G3:
@pickledog47
@lunarroot
@daegudave
@awyisser
@dummchens
@seaningle
@sharomonk007
@wingsandsong
@dead_rose2
@clarissagiebel

Top Tweeters in G4:
@o_guest
@jchyip
@mdekstrand
@geomblog
@pacoid
@nkrishnaswami
@foureyedsoul
@r
@karlhigley
@acidflask

Top Tweeters in G5:
@rowlandm
@rmitcomputing
@dr_oli_jones
@neurobionics
@antmandan
@martikagv
@scipunimelb
@mccart_richard
@flosalim
@tej_shahi

Top Tweeters in G6:
@scitechmachine
@qualityisarul3
@balamsinhue
@suhnyllakler
@horizonaig
@fahadgorain
@or_venom
@antonio_m_85
@nvidiaai
@heathclif01

Top Tweeters in G7:
@markgermaine
@frontiersin
@alansaid
@hcibremen
@ssahebi
@amin_beheshti
@goethals
@himan_abd
@mehdielaahi
@_ajbc

Top Tweeters in G8:
@teconomics
@adriansysnet
@uclg_org
@uclgafrica
@uclgmewaorg
@athensmayor
@presidency_sy
@forumofregions
@uclgaspac
@uclg_eurasia

Top Tweeters in G9:
@dleslielancs
@simeneide
@jobergum
@pytorch
@ravo
@freeges
@data_allwrong
@ocbe_unioslo
@biginsightnor
@pyroai

Top Tweeters in G10:
@francolinie
@geborenatheiste
@wim04789402
@wybrenvanhaga
@simonegezond
@slinksnieuws
@geweyke
@nietsist
@robertjensen


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