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İnsan Hareketi Kişilik Tespit Parametreleri

Translated title of the contribution: Human Movement Personality Detection Parameters
  • Sinan Sonlu
  • , Yalım Doğan
  • , Arçin Ülkü Ergüzen
  • , Musa Ege Ünalan
  • , Serkan Demirci
  • , Funda Durupınar
  • , Uğur Güdükbay
  • Bilkent University
  • Massachusetts

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

In this study, we develop a system that detects apparent personality traits from animation data containing human movements. Since the datasets that can be used for this purpose lack sufficient variance, we determined labels for the samples in two datasets containing human animations, in terms of the Five Factor Personality Theory, with the help of a user study. Using these labels, we identified movement parameters highly dependent on personality traits and based on Laban Movement Analysis categories. The artificial neural networks we trained for personality analysis from animation data show that models that take the motion parameters determined in the study as input have a higher accuracy rate than models that take raw animation data as input. Therefore, using the parameters determined in this study to evaluate human movements in terms of their personality traits will increase the systems' success.

Translated title of the contributionHuman Movement Personality Detection Parameters
Original languageTurkish
Title of host publication32nd IEEE Conference on Signal Processing and Communications Applications, SIU 2024 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798350388961
DOIs
StatePublished - 2024
Event32nd IEEE Conference on Signal Processing and Communications Applications, SIU 2024 - Mersin, Turkey
Duration: May 15 2024May 18 2024

Publication series

Name32nd IEEE Conference on Signal Processing and Communications Applications, SIU 2024 - Proceedings

Conference

Conference32nd IEEE Conference on Signal Processing and Communications Applications, SIU 2024
Country/TerritoryTurkey
CityMersin
Period5/15/245/18/24

ASJC Scopus Subject Areas

  • Safety, Risk, Reliability and Quality
  • Control and Optimization
  • Instrumentation
  • Computer Networks and Communications
  • Signal Processing
  • Artificial Intelligence

Keywords

  • animation
  • computer graphics
  • Five Factor Personality Theory
  • Laban Movement Analysis
  • personality

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