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'Big Data'

Snurb — Tuesday 12 July 2016 20:34

Affective Publics around the European Refugee Crisis and Paris Attacks

'Big Data' | Social Media | Twitter | SM&S 2016 |

The final speaker in this Social Media and Society session is Moses Boudourides, who presents a study of the affective publics on Twitter surrounding the European refugee crisis and the Paris terrorist attacks. The project tracked some twenty keywords and hashtags relating to the refugee crisis, capturing a substantial volume of tweets that were further processed using Python.

The volume of activity was affected by a range of external events, from the Paris terror attacks through the New Year's Eve sexual assaults reported in Cologne to the Eidomeni camp crisis and the Brussels bombings – but not all of these …

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Snurb — Tuesday 12 July 2016 20:34

Discussing Illicit Drug Use on Social Media

'Big Data' | Social Media | TrISMA (ARC LIEF) | Twitter | SM&S 2016 |

The third speaker in this Social Media and Society session is Alexia Maddox, whose interest is in the study of online discussions of illicit drug use. Illicit drugs are a stigmatised topic, which has pushed discussion into more permissive spaces such as social media. In Australia, there has been a renewed push to legalise medicinal marijuana, which has increased the volume of discussions about the drug, and this provides the current context for this study.

The project, then, aims to explore the dynamics of the discussion about marijuana on Twitter in Australia, and especially also to identify the key actors …

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Snurb — Tuesday 12 July 2016 20:33

Tracking the 2012 U.S. Presidential Election on Twitter

Politics | Elections | 'Big Data' | Social Media | Twitter | SM&S 2016 |

The next speaker at Social Media and Society is Christopher Mascaro, whose interest is in 'big data' on political communication online. Political discourse studies have traditionally been restrained by geographic and social access, and 'big data' from online activities can overcome some of these barriers; it also introduces some new limitations that must be considered, however.

Christopher's focus is on the 2012 U.S. Presidential Election: how do networks form around the political issues being discussed on Twitter during the campaign? The dataset was generated using TwitterZombie running on Amazon Web Services, tracking an extensible range of hashtags, user handles, and …

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Snurb — Tuesday 12 July 2016 20:33

Reviewing the Emerging 'Big Social Data' Research

'Big Data' | Social Media | SM&S 2016 |

The next session at Social Media and Society is on 'big data', and begins with Andra Siibak (who is also the programme chair for AoIR 2017 in Tartu, Estonia!). She highlights the possible methodological shifts that arise from the use of 'big data' in social science research: this is in part seen as a shift towards more quantitative methods, but also as a more nuanced and methodological shift from designed to more 'organic' data, whatever we may mean by this. Approaches that are built on formulating and testing preconceived hypotheses may also be challenged by other, alternative approaches.

Andra and …

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Snurb — Tuesday 12 July 2016 19:00

Social Media in Research: From 'Big Data' to 'Wide Data'

'Big Data' | Social Media | Twitter | SM&S 2016 |

It's the second day of Social Media and Society in London, and after a day of workshops we're now starting the conference proper with a keynote by Susan Halford. She begins by pointing out the significant impact of social media on a wide range of areas of public and everyday life. We're constantly presented with the digital traces of social media – with social media data at an unprecedented scale, telling us something about what people do with social media in their everyday lives. This is an unexpected gift, but is also causing significant concern and scepticism.

What is the …

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Snurb — Thursday 26 May 2016 01:23

Social Media and Collective Political Action

Politics | 'Big Data' | Social Media | WebSci '16 |

The closing (!) keynote of Web Science 2016 is presented by Helen Margetts from the Oxford Internet Institute. Her focus is on the use of social media for collective political action – that is, for activities undertaken by citizens with the aim of contributing to the public good. There is a strong feeling that such action is happening, but as yet not enough empirical evidence about how and why it is happening.

Even those who refuse to participate online are somehow caught up in the changes that the Internet has contributed to: our lives are intertwined with its technologies, platforms …

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Snurb — Wednesday 25 May 2016 22:24

Modelling Discrete Choice Problems

'Big Data' | WebSci '16 |

Post-lunch, the final day of Web Science 2016 continues with a keynote by Andrew Tomkins, whose focus is on the dynamics of choice in online environments. He begins by highlighting R. Duncan Luce's work, including his Axiom of Choice, but also points out the subsequent work that has further extended the methods for analysing discrete choice. Today, the most powerful models are mathematically complex and computationally intractable, as well as requiring sophisticated external representations of dependence.

From this work it has become clear that the Axiom of Choice holds only under relatively select conditions. Contextual data is of great importance …

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Snurb — Wednesday 25 May 2016 02:24

How Facebook Uses Computational Processes to Police Its Ads

'Big Data' | Social Media | WebSci '16 |

The final Web Science 2016 keynote for today is by Daniel Olmedilla, whose work at Facebook is to police the ads being posted on the site. Ads are the only part of Facebook where inherently unsolicited content is pushed to users, so the quality of those ads is crucial – users will want relevant and engaging content, while advertisers need to see a return on investment. Facebook itself must ensure that its business remains scalable and sustainable.

Key problem categories are legally prohibited content (e.g. ads for illegal drugs); shocking and scary content; sexually suggestive material; violent and confronting content …

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Snurb — Wednesday 25 May 2016 00:47

Predicting Twitter-Based Information Cascades

'Big Data' | Social Media | Social Media Network Mapping | WebSci '16 |

The next session at Web Science 2016 starts with a paper by Jure Leskovec on information cascades. Such cascades emerge as users of social media platforms (re)share content through their networks, and the prediction of such processes is traditionally very difficult.

One question in such predictions is whether a given cascade will reach the median size observed in historical cascades; because of how the median is defined, even a blind guess on this question will have a 50% success rate.

But cascades on a platform like Twitter can consist of multiple cascade trees sharing the same information, as pieces of …

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Snurb — Tuesday 24 May 2016 01:10

Current Practices in Social Media Data Sharing between Researchers

'Big Data' | Social Media | Intellectual Property | WebSci '16 |

The next WebSci 2016 presenters are Katharina Kinder-Kurlanda and Katrin Weller, who argue that it is necessary to address the digital divides in data accessibility in social media research. They interviewed a large number of social media researchers, and what emerges from this work is that much data sharing is already taking place, but under varying circumstances.

From a methodological point of view, how can we document such sharing to ensure reproducibility? Legally, how can we make such sharing practices sustainable and non-infringing? Ethically, how can we ensure that such data sharing does no harm and lives up to the …

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Inside the Moral Panic at Australia's 'First of Its Kind' Summit about Kids on Social Media (Crikey)

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