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Personality Classification: Computational Intelligence in Psychology and Social Networks

Discover innovative models and methods for personality classification using computational intelligence in psychology and social networks. Learn about existing solutions and explore new types of corpora and assessment techniques. Presented at MIPRO 2012.

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Personality Classification: Computational Intelligence in Psychology and Social Networks

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  1. Personality Classification:Computational Intelligence in Psychology and Social Networks A. Kartelj, School of Mathematics, Belgrade V. Filipovic, School of Mathematics, Belgrade V. Milutinovic, School of Electrical Engineering, Belgrade

  2. Problem setting MIPRO 2012

  3. The big five model MIPRO 2012

  4. Existing solutions concepts • Corpus: • Essay, weblog, email, news group, Twitter counts... • Personality measurement: • Questionnaire (internet and written). We are searching for an alternative! • Model: • Stylistic analysis, linguistic features, machine learning techniques. MIPRO 2012

  5. Proposed classification of existing solutions MIPRO 2012

  6. Selected solution #1Mairesse, F. et al., Using linguistic cues for the automatic recognition of personality in conversation and text MIPRO 2012

  7. Selected solution #2Wang, F., et al., Personality based latent friendship mining. MIPRO 2012

  8. Selected solution #3Roshcina, A., et al., A comparative evaluation of personality estimation algorithms for the twin recommender system. MIPRO 2012

  9. Selected solution #4Quercia, D., et al., Our twitter profiles, our selves: Predicting personality with twitter. MIPRO 2012

  10. New ideas and future work • New types of corpora: • Comments (news, youtube.com), social feeds… • New types of personality assessment: • Youtube tagging, FB app. with hidden tasks. • New models: • Clustering, hybrid methods… • Dynamical system. MIPRO 2012

  11. Personality classification:Computational Intelligence in Psychology and Social Networks aleksandar.kartelj@gmail.com Thank you for your attention.QUESTIONS?

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