Apparent Personality Analysis Based on Aggregation Model

Izdanje: Sinteza 2021 - International Scientific Conference on Information Technology and Data Related Research

DOI: 10.15308/Sinteza-2021-220-225

Oblast: Information Systems, Software Development, Internet Technologies and Social Networking Session

Stranice: 220-225

Apstrakt:
Apparent traits personality analysis based on multimodal traits from text, handwriting, images, and audio is a challenging problem in computer vision, signal processing, and deep learning. To improve models based just on one of the input parameters we will combine all four of them with the aggregation layer. Models based on handwriting and images are the best predictors of the Neo-PI-R results/profile derived from the results of the NEO-PI-R. In addition, to get the best results we showed different aggregation layers (Max, Min, Median, Mean). We obtain the highest prediction certainty for Consciousness, Extraversion, Agreeableness, and Neuroticism. While Openness to experience was very hard to predict with the use of the aggregation model. As the five traits are not homogenous, but consist of facets that do not necessarily converge, and deeper analysis of the facets shows that the score on the main trait is nothing more than the mean of the facets scores, and that limitation could be overcome by analyzing the facets’ behavior and predictability. This limitation can be overcome with further research done in the domain of apparent personality analysis with traits and their facets.
Ključne reči: Apparent personality analysis, personality classification, feature classification, aggregation functions
Priložene datoteke:
  • 220-225 ( veličina: 372,2 KB, broj pregleda: 261 )

Preuzimanje citata:

BibTeX format
@article{article,
  author  = {M. Vukojičić and M. Veinović}, 
  title   = {Apparent Personality Analysis Based on Aggregation Model},
  journal = {Sinteza 2021 - International Scientific Conference on Information Technology and Data Related Research},
  year    = 2021,
  pages   = {220-225},
  doi     = {10.15308/Sinteza-2021-220-225}
}
RefWorks Tagged format
RT Conference Proceedings
A1 Milić Vukojičić
A1 Mladen Veinović
T1 Apparent Personality Analysis Based on Aggregation Model
AD Univerzitet Singidunum, Beograd, Beograd, Srbija
YR 2021
NO doi: 10.15308/Sinteza-2021-220-225
Unapred formatirani prikaz citata
M. Vukojičić and M. Veinović, Apparent Personality Analysis Based on Aggregation Model, Univerzitet Singidunum, Beograd, 2021, doi:10.15308/Sinteza-2021-220-225