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Is It Possible to Recognize Apple Employees by Their LinkedIn Profile Picture?

Topics: Applications: Image Processing and Artificial Vision, Pattern Recognition, Decision Making, Industrial and Real World Applications, Financial Applications, Neural Prostheses and Medical Applications, Neural Based Data Mining and Complex Information Process; Convolutional Neural Networks; Neural based Implementation, Applications and Solutions

Authors: Thanakij Wanavit and Leslie Klieb

Affiliation: Business and Technology, Webster University Thailand, 1 Empire Tower, Sathorn Rd., Bangkok 10120, Thailand

Keyword(s): Convolutional Neural Networks, Emotion Recognition, Employment at Apple, EmoPy, Random Forest Classifier, Classifying Employment from Emotions.

Abstract: Samples of images from the portraits on the profiles of members of the social media site LinkedIn who live in the Bay Area of San Francisco were collected and analyzed by the EmoPy package for the presence of seven emotions. A Random Forest classifier used these probabilities to predict if the members were employed by Apple or not. Accuracy reached around 62% compared with a naive error rate of 50%. An error analysis shows that this result is significant and robust. A connection between the data and Apple’s organizational culture is pointed out.

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Paper citation in several formats:
Wanavit, T. and Klieb, L. (2021). Is It Possible to Recognize Apple Employees by Their LinkedIn Profile Picture?. In Proceedings of the 13th International Joint Conference on Computational Intelligence (IJCCI 2021) - NCTA; ISBN 978-989-758-534-0; ISSN 2184-3236, SciTePress, pages 277-284. DOI: 10.5220/0010642300003063

@conference{ncta21,
author={Thanakij Wanavit. and Leslie Klieb.},
title={Is It Possible to Recognize Apple Employees by Their LinkedIn Profile Picture?},
booktitle={Proceedings of the 13th International Joint Conference on Computational Intelligence (IJCCI 2021) - NCTA},
year={2021},
pages={277-284},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010642300003063},
isbn={978-989-758-534-0},
issn={2184-3236},
}

TY - CONF

JO - Proceedings of the 13th International Joint Conference on Computational Intelligence (IJCCI 2021) - NCTA
TI - Is It Possible to Recognize Apple Employees by Their LinkedIn Profile Picture?
SN - 978-989-758-534-0
IS - 2184-3236
AU - Wanavit, T.
AU - Klieb, L.
PY - 2021
SP - 277
EP - 284
DO - 10.5220/0010642300003063
PB - SciTePress