Building an Integrated Comment Moderation System - Towards a Semi-Automatic Moderation tool

Riehle, Dennis M.; Niemann, Marco; Brunk, Jens; Assenmacher, Dennis; Trautmann, Heike; Becker, Jörg

Forschungsartikel in Sammelband (Konferenz) | Peer reviewed

Zusammenfassung

The past decade has been characterized by a strong increase in the use of social media and a continuous growth of public online discussion. With the failure of purely manual moderation, platform operators started searching for semi-automated solutions, where the application of Natural Language Processing (NLP) and Machine Learning (ML) techniques is promising. However, this requires huge financial investments for algorithmic implementations, data collection, and model training, which only big players can afford. To support smaller or medium-sized media enterprises (SME), we developed an integrated comment moderation system as an IT platform. This platform acts as a service provider and offers Analytics as a Service (AaaS) to SMEs. Operating such a platform, however, requires a robust technology stack, integrated workflows and well-defined interfaces between all parties. In this paper, we develop and discuss a suitable IT architecture and present a prototypical implementation.

Details zur Publikation

Herausgeber*innenMeiselwitz, Gabriele
BuchtitelSocial Computing and Social Media. Participation, User Experience, Consumer Experience, and Applications of Social Computing. 12th International Conference, SCSM 2020, Held as Part of the 22nd HCI International Conference, HCII 2020, Copenhagen, Denmark, July 19–24, 2020, Proceedings, Part II
Seitenbereich71-86
VerlagSpringer
ErscheinungsortCham
Titel der ReiheLecture Notes in Computer Science (ISSN: 0302-9743)
Nr. in Reihe12195
StatusVeröffentlicht
Veröffentlichungsjahr2020
Sprache, in der die Publikation verfasst istEnglisch
KonferenzHCI International 2020, Copenhagen, Dänemark
ISBN978-3-030-49576-3
DOI10.1007/978-3-030-49576-3_6
Link zum Volltexthttps://link.springer.com/chapter/10.1007/978-3-030-49576-3_6
StichwörterComment moderation; Machine learning; Business model; IT platform; Analytics as a service

Autor*innen der Universität Münster

Assenmacher, Dennis
Professur für Statistik und Optimierung (Prof. Trautmann) (Statistik)
Becker, Jörg
Lehrstuhl für Wirtschaftsinformatik und Informationsmanagement (Prof. Becker) (IS)
Brunk, Jens
Lehrstuhl für Wirtschaftsinformatik und Informationsmanagement (Prof. Becker) (IS)
Niemann, Marco
Lehrstuhl für Wirtschaftsinformatik und Informationsmanagement (Prof. Becker) (IS)
Riehle, Dennis
Lehrstuhl für Wirtschaftsinformatik und Informationsmanagement (Prof. Becker) (IS)
Trautmann, Heike
Professur für Statistik und Optimierung (Prof. Trautmann) (Statistik)