Assessing Accuracy in Diagnosing Narcissistic Personality Disorder with Elastic Net Classifier versus Lasso Regression Classifier

Navali Indravathi, A. Jegatheesan

2023

Abstract

The objective of the study is to compare the Lasso Regression Classifier with an Elastic Net Classifier to identify narcissistic personality disorder. Materials and Methods: With a limit of 0.05% and datasets collected from various web sources with continuing reviews, a novel elastic net method and lasso regression technique were used with g-power value 80%. Data was obtained after 10 iterations of the confidence span 95%. Results: Elastic Net Algorithm prediction accuracy is 86%, and Lasso Regression prediction accuracy is 67%. The prediction difference is statistically significant at p = 0.001, (p<0.05). This suggests that the two algorithms differ statistically significantly from one another. Conclusion: The conclusion is Novel Elastic Net Classifier performs more accurately than the Lasso Regression Classifier.

Paper Citation

in Harvard Style

Indravathi N. and Jegatheesan A. (2023). Assessing Accuracy in Diagnosing Narcissistic Personality Disorder with Elastic Net Classifier versus Lasso Regression Classifier. In Proceedings of the 1st International Conference on Artificial Intelligence for Internet of Things: Accelerating Innovation in Industry and Consumer Electronics - Volume 1: AI4IoT; ISBN 978-989-758-661-3, SciTePress, pages 77-82. DOI: 10.5220/0012559900003739

in Bibtex Style

@conference{ai4iot23,
author={Navali Indravathi and A. Jegatheesan},
title={Assessing Accuracy in Diagnosing Narcissistic Personality Disorder with Elastic Net Classifier versus Lasso Regression Classifier},
booktitle={Proceedings of the 1st International Conference on Artificial Intelligence for Internet of Things: Accelerating Innovation in Industry and Consumer Electronics - Volume 1: AI4IoT},
year={2023},
pages={77-82},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012559900003739},
isbn={978-989-758-661-3},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 1st International Conference on Artificial Intelligence for Internet of Things: Accelerating Innovation in Industry and Consumer Electronics - Volume 1: AI4IoT
TI - Assessing Accuracy in Diagnosing Narcissistic Personality Disorder with Elastic Net Classifier versus Lasso Regression Classifier
SN - 978-989-758-661-3
AU - Indravathi N.
AU - Jegatheesan A.
PY - 2023
SP - 77
EP - 82
DO - 10.5220/0012559900003739
PB - SciTePress