Abstract
| Original language | English |
|---|---|
| Title of host publication | Transparency in Social Media |
| Subtitle of host publication | Tools, Methods and Algorithms for Mediating Online Interactions |
| Editors | Sorin Adam Matei, Martha G. Russell, Elisa Bertino |
| Publisher | Springer |
| Pages | 197-222 |
| ISBN (Electronic) | 978-3-319-18552-1 |
| ISBN (Print) | 978-3-319-18551-4 |
| DOIs | |
| Publication status | Published - 2015 |
| MoE publication type | D2 Article in professional manuals or guides or professional information systems or text book material |
Publication series
| Series | Computational Social Sciences |
|---|
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Keywords
- data-driven
- network analysis
- visual analytics
- process model
- social media analytics
- method development
Cite this
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Ostinato : The exploration-automation cycle of user-centric, process-automated data-driven visual network analytics. / Huhtamäki, Jukka; Russell, Martha G.; Rubens, Neil; Still, Kaisa.
Transparency in Social Media: Tools, Methods and Algorithms for Mediating Online Interactions. ed. / Sorin Adam Matei; Martha G. Russell; Elisa Bertino. Springer, 2015. p. 197-222 (Computational Social Sciences).Research output: Chapter in Book/Report/Conference proceeding › Chapter or book article › Professional
TY - CHAP
T1 - Ostinato
T2 - The exploration-automation cycle of user-centric, process-automated data-driven visual network analytics
AU - Huhtamäki, Jukka
AU - Russell, Martha G.
AU - Rubens, Neil
AU - Still, Kaisa
PY - 2015
Y1 - 2015
N2 - This chapter introduces the Ostinato Model, an exploration-automation cycle for a user-centric, process-automated, data-driven visual network analytics. In terms of increasing the transparency of editorial processes on social media, this chapter contributes to the general theme of the book and particularly its secondvolume at hand in three levels. First, network analysis is a key approach in supporting explorative studies on the patterns and structures in between actors creating, curating, refining, and distributing socialmedia content and in estimating the authority and trust these actors have, therefore allowing for increasing the transparency of the editorial structure of Wikipedia co-authors, discussion and dissemination structures on Twitter and other social media. These structures can be modeled, represented, analyzed and visualized as networks to support the investigations and exploration. Second, the presented data-driven approach allows extending these investigations beyond the boundaries of individual social media and over long periods of time. Third, actors with different sets of skills from means to crawl online sources for data to domain knowledge allowing deep sensemaking can all fully engage into the different phases of the investigative process.
AB - This chapter introduces the Ostinato Model, an exploration-automation cycle for a user-centric, process-automated, data-driven visual network analytics. In terms of increasing the transparency of editorial processes on social media, this chapter contributes to the general theme of the book and particularly its secondvolume at hand in three levels. First, network analysis is a key approach in supporting explorative studies on the patterns and structures in between actors creating, curating, refining, and distributing socialmedia content and in estimating the authority and trust these actors have, therefore allowing for increasing the transparency of the editorial structure of Wikipedia co-authors, discussion and dissemination structures on Twitter and other social media. These structures can be modeled, represented, analyzed and visualized as networks to support the investigations and exploration. Second, the presented data-driven approach allows extending these investigations beyond the boundaries of individual social media and over long periods of time. Third, actors with different sets of skills from means to crawl online sources for data to domain knowledge allowing deep sensemaking can all fully engage into the different phases of the investigative process.
KW - data-driven
KW - network analysis
KW - visual analytics
KW - process model
KW - social media analytics
KW - method development
U2 - 10.1007/978-3-319-18552-1_11
DO - 10.1007/978-3-319-18552-1_11
M3 - Chapter or book article
SN - 978-3-319-18551-4
T3 - Computational Social Sciences
SP - 197
EP - 222
BT - Transparency in Social Media
A2 - Matei, Sorin Adam
A2 - Russell, Martha G.
A2 - Bertino, Elisa
PB - Springer
ER -