Automated Deep Learning Based Answer Generation to Psychometric Questionnaire: Mimicking Personality Traits

Anirban Lahiri, Shivam Raj, Utanko Mitra, Sunreeta Sen, Rajlakshmi Guha, Pabitra Mitra, Partha Chakrabarti, Anupam Basu

2023

Abstract

Questionnaires have traditionally been used for psychometric testing and evaluation of personality traits. This work explores if personality traits or characteristics can be emulated by a computer through the responses to a questionnaire. A state-of-art Deep Learning model using natural language processing techniques coupled to a personality prediction model has been exploited. A standard OCEAN – Five-Factor evaluation questionnaire was used as the test bench for this novel study combining psychometry and machine learning. This article explains the design details of the emulation framework, the obtained results and their significance. The obtained results look promising and the framework can potentially find commercial or academic application in the near future.

Paper Citation

in Harvard Style

Lahiri A., Raj S., Mitra U., Sen S., Guha R., Mitra P., Chakrabarti P. and Basu A. (2023). Automated Deep Learning Based Answer Generation to Psychometric Questionnaire: Mimicking Personality Traits. In Proceedings of the 15th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART, ISBN 978-989-758-623-1, pages 737-743. DOI: 10.5220/0011772200003393

in Bibtex Style

@conference{icaart23,
author={Anirban Lahiri and Shivam Raj and Utanko Mitra and Sunreeta Sen and Rajlakshmi Guha and Pabitra Mitra and Partha Chakrabarti and Anupam Basu},
title={Automated Deep Learning Based Answer Generation to Psychometric Questionnaire: Mimicking Personality Traits},
booktitle={Proceedings of the 15th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART,},
year={2023},
pages={737-743},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011772200003393},
isbn={978-989-758-623-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 15th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART,
TI - Automated Deep Learning Based Answer Generation to Psychometric Questionnaire: Mimicking Personality Traits
SN - 978-989-758-623-1
AU - Lahiri A.
AU - Raj S.
AU - Mitra U.
AU - Sen S.
AU - Guha R.
AU - Mitra P.
AU - Chakrabarti P.
AU - Basu A.
PY - 2023
SP - 737
EP - 743
DO - 10.5220/0011772200003393