From coincidence to purposeful flow? Properties of transcendental information cascades
From coincidence to purposeful flow? Properties of transcendental information cascades
In this paper, we investigate a method for constructing cascades of information co-occurrence, which is suitable to trace emergent structures in information in scenarios where rich contextual features are unavailable. Our method relies only on the temporal order of content-sharing activities, and intrinsic properties of the shared content itself. We apply this method to analyse information dissemination patterns across the active online citizen science project Planet Hunters, a part of the Zooniverse platform. Our results lend insight into both structural and informational properties of different types of identifiers that can be used and combined to construct cascades. In particular, significant differences are found in the structural properties of information cascades when hashtags as used as cascade identifiers, compared with other content features. We also explain apparent local information losses in cascades in terms of information obsolescence and cascade divergence; e.g., when a cascade branches into multiple, divergent cascades with combined capacity equal to the original.
Luczak-Rösch, Markus
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Tinati, Ramine
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Van Kleek, Max
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Shadbolt, Nigel
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12 June 2015
Luczak-Rösch, Markus
6cfe587f-e02c-48e8-b2b8-543952ab50a7
Tinati, Ramine
f74a0556-6a04-40c5-8bcf-6f5235dbf687
Van Kleek, Max
4d869656-cd47-4cdf-9a4f-697fa9ba4105
Shadbolt, Nigel
5c5acdf4-ad42-49b6-81fe-e9db58c2caf7
Luczak-Rösch, Markus, Tinati, Ramine, Van Kleek, Max and Shadbolt, Nigel
(2015)
From coincidence to purposeful flow? Properties of transcendental information cascades.
IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), , Paris, France.
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Conference or Workshop Item
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Abstract
In this paper, we investigate a method for constructing cascades of information co-occurrence, which is suitable to trace emergent structures in information in scenarios where rich contextual features are unavailable. Our method relies only on the temporal order of content-sharing activities, and intrinsic properties of the shared content itself. We apply this method to analyse information dissemination patterns across the active online citizen science project Planet Hunters, a part of the Zooniverse platform. Our results lend insight into both structural and informational properties of different types of identifiers that can be used and combined to construct cascades. In particular, significant differences are found in the structural properties of information cascades when hashtags as used as cascade identifiers, compared with other content features. We also explain apparent local information losses in cascades in terms of information obsolescence and cascade divergence; e.g., when a cascade branches into multiple, divergent cascades with combined capacity equal to the original.
Text
2015 ASONAM Information Cascades (1).pdf
- Accepted Manuscript
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Published date: 12 June 2015
Venue - Dates:
IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), , Paris, France, 2015-06-12
Organisations:
Web & Internet Science
Identifiers
Local EPrints ID: 378209
URI: http://eprints.soton.ac.uk/id/eprint/378209
PURE UUID: 40002398-af11-4297-b837-173862904cc1
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Date deposited: 29 Jun 2015 10:32
Last modified: 14 Mar 2024 20:19
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Contributors
Author:
Markus Luczak-Rösch
Author:
Max Van Kleek
Author:
Nigel Shadbolt
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