Bookcover of Adaptive Personality Recognition from Text
Booktitle:

Adaptive Personality Recognition from Text

LAP LAMBERT Academic Publishing (2013-02-26 )

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ISBN-13:

978-3-659-35404-5

ISBN-10:
365935404X
EAN:
9783659354045
Book language:
English
Blurb/Shorttext:
Personality recognition from text consists in the automatic classification of authors' personality traits from pieces of text they wrote. Classifier's predictions can be compared against gold standard labels, obtained by means of the big5 personality test. Until recently, the application of personality recognition was limited to offline texts, while now there is a strong interest in the scientific community to apply it to online social network sites, which is a really challenging task. In this work, we address the issue of domain adaptation for automatic personality recognition from text. We argue that current approaches, based on supervised learning, have several limitations when applied to a social network domain. These limitations are mainly due to difficulties in data annotation, overfitting, lack of domain adaptability and multilinguality. We propose and test a new approach to personality recognition from text, that we will call Adaptive Personality Recognition. This new approach is designed to be domain-adaptive and suitable for the application in Social Network Sites.
Publishing house:
LAP LAMBERT Academic Publishing
Website:
https://www.lap-publishing.com/
By (author) :
Fabio Celli
Number of pages:
124
Published on:
2013-02-26
Stock:
Available
Category:
Informatics, IT
Price:
59.00 €
Keywords:
personality recognition text linguistics psychology communication social networks

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