loading
Papers Papers/2022 Papers Papers/2022

Research.Publish.Connect.

Paper

Paper Unlock

Authors: Mhairi McNeill 1 ; Robert Raeside 2 ; Martin Graham 2 and Isaac Roseboom 3

Affiliations: 1 Edinburgh Napier University and deltaDNA, United Kingdom ; 2 Edinburgh Napier University, United Kingdom ; 3 deltaDNA, United Kingdom

Keyword(s): Latent Dirichlet Allocation, Natural Language Processing, Opinion Extraction, Review Summarisation, Sentiment Analysis, Text Mining.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Information Extraction ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Mining Text and Semi-Structured Data ; Symbolic Systems

Abstract: In this paper we evaluate three methods for summarising game reviews written in a casual style. This was done in order to create a review summarisation system to be used by clients of deltaDNA. We look at one well-known method based on natural language processing, and describe two statistical methods that could be used for summarisation: one based on TF-IDF scores another using supervised latent Dirichlet allocation. We find, due to the informality of these online reviews, that natural language based techniques work less well than they do on other types of reviews, and we recommend using techniques based on the statistical properties of the words’ frequencies. In particular, we decided to use a TF-IDF score based system in the final system.

CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 3.238.162.113

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
McNeill, M.; Raeside, R.; Graham, M. and Roseboom, I. (2015). Comparing Summarisation Techniques for Informal Online Reviews. In Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2015) - KDIR; ISBN 978-989-758-158-8; ISSN 2184-3228, SciTePress, pages 322-329. DOI: 10.5220/0005612203220329

@conference{kdir15,
author={Mhairi McNeill. and Robert Raeside. and Martin Graham. and Isaac Roseboom.},
title={Comparing Summarisation Techniques for Informal Online Reviews},
booktitle={Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2015) - KDIR},
year={2015},
pages={322-329},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005612203220329},
isbn={978-989-758-158-8},
issn={2184-3228},
}

TY - CONF

JO - Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2015) - KDIR
TI - Comparing Summarisation Techniques for Informal Online Reviews
SN - 978-989-758-158-8
IS - 2184-3228
AU - McNeill, M.
AU - Raeside, R.
AU - Graham, M.
AU - Roseboom, I.
PY - 2015
SP - 322
EP - 329
DO - 10.5220/0005612203220329
PB - SciTePress