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

Research article in edited proceedings (conference) | Peer reviewed

Abstract

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 about the publication

PublisherMeiselwitz, Gabriele
Book titleSocial 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
Page range71-86
Publishing companySpringer
Place of publicationCham
Title of seriesLecture Notes in Computer Science (ISSN: 0302-9743)
Volume of series12195
StatusPublished
Release year2020
Language in which the publication is writtenEnglish
ConferenceHCI International 2020, Copenhagen, Denmark
ISBN978-3-030-49576-3
DOI10.1007/978-3-030-49576-3_6
Link to the full texthttps://link.springer.com/chapter/10.1007/978-3-030-49576-3_6
KeywordsComment moderation; Machine learning; Business model; IT platform; Analytics as a service

Authors from the University of Münster

Assenmacher, Dennis
Data Science: Statistics and Optimization (Statistik)
Becker, Jörg
Chair of Information Systems and Information Management (IS)
Brunk, Jens
Chair of Information Systems and Information Management (IS)
Niemann, Marco
Chair of Information Systems and Information Management (IS)
Riehle, Dennis
Chair of Information Systems and Information Management (IS)
Trautmann, Heike
Data Science: Statistics and Optimization (Statistik)