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Authors: Noriyuki Okumura 1 and Manabu Okumura 2

Affiliations: 1 National Institute of Technology and Kagawa College, Japan ; 2 Tokyo Institute of Technology, Japan

ISBN: 978-989-758-158-8

Keyword(s): Personality Estimation, Twitter, Blog, Emotion Judgment

Related Ontology Subjects/Areas/Topics: Applications ; Artificial Intelligence ; Communication and Software Technologies and Architectures ; Data Engineering ; e-Business ; Enterprise Information Systems ; Enterprise Ontology ; Knowledge Acquisition ; Knowledge Engineering ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Natural Language Processing ; Ontologies and the Semantic Web ; Pattern Recognition ; Symbolic Systems

Abstract: The personality that is estimated based on documents of blogs or tweets in Twitter can not agree in the sender’s real personality. It is important that we recognize the difference between these estimated and real personalities. This paper constructs a knowledge-base for extracting the sender’s virtual personality in customer-generated media. We focus on sender’s emotions that are included in sender’s posts for automatic personality estimation. We examined the correlation between the ratio of each emotion term (anger, sadness, fear, disappointment, regret, guilt, shame, pleasure, and ease) in all sentences of each participant and the values of NEO-FFI (Extraversion, Agreeableness, Conscientiousness, Neuroticism, and Openness to Experience) based on the experiment that human subjects who stayed in each sender’s character answered to NEO-FFI.As an evaluation result, we find out that the sender’s virtual personality is potentially-correlated with emotions in sender’s posts.

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Paper citation in several formats:
Okumura N. and Okumura M. (2015). A Construction of Knowledge Base for Personality Estimation based on Submitted Text Data in Twitter or Blogs.In Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 1: KEOD, (IC3K 2015) ISBN 978-989-758-158-8, pages 418-423. DOI: 10.5220/0005638704180423

@conference{keod15,
author={Noriyuki Okumura and Manabu Okumura},
title={A Construction of Knowledge Base for Personality Estimation based on Submitted Text Data in Twitter or Blogs},
booktitle={Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 1: KEOD, (IC3K 2015)},
year={2015},
pages={418-423},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005638704180423},
isbn={978-989-758-158-8},
}

TY - CONF

JO - Proceedings of the 7th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 1: KEOD, (IC3K 2015)
TI - A Construction of Knowledge Base for Personality Estimation based on Submitted Text Data in Twitter or Blogs
SN - 978-989-758-158-8
AU - Okumura N.
AU - Okumura M.
PY - 2015
SP - 418
EP - 423
DO - 10.5220/0005638704180423

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