Recent trends in deep learning based personality detection

Y Mehta, N Majumder, A Gelbukh… - Artificial Intelligence …, 2020 - Springer
Recently, the automatic prediction of personality traits has received a lot of attention.
Specifically, personality trait prediction from multimodal data has emerged as a hot topic …

Interpretable convolutional neural networks

Q Zhang, YN Wu, SC Zhu - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
This paper proposes a method to modify a traditional convolutional neural network (CNN)
into an interpretable CNN, in order to clarify knowledge representations in high conv-layers …

Deep personality trait recognition: a survey

X Zhao, Z Tang, S Zhang - Frontiers in Psychology, 2022 - frontiersin.org
Automatic personality trait recognition has attracted increasing interest in psychology,
neuropsychology, and computer science, etc. Motivated by the great success of deep …

Brain MRI analysis using a deep learning based evolutionary approach

H Shahamat, MS Abadeh - Neural Networks, 2020 - Elsevier
Convolutional neural network (CNN) models have recently demonstrated impressive
performance in medical image analysis. However, there is no clear understanding of why …

Learning person-specific cognition from facial reactions for automatic personality recognition

S Song, Z Shao, S Jaiswal, L Shen… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
This article proposes to recognise the true (self-reported) personality traits from the target
subject's cognition simulated from facial reactions. This approach builds on the following two …

Modeling, recognizing, and explaining apparent personality from videos

HJ Escalante, H Kaya, AA Salah… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
Explainability and interpretability are two critical aspects of decision support systems.
Despite their importance, it is only recently that researchers are starting to explore these …

A multi-modal personality prediction system

C Suman, S Saha, A Gupta, SK Pandey… - Knowledge-Based …, 2022 - Elsevier
The behavior, mental-health, emotion, life choices, social nature, and thought patterns of an
individual are revealed by personality. Cyber forensics, personalized services …

First impressions: A survey on vision-based apparent personality trait analysis

JCSJ Junior, Y Güçlütürk, M Pérez… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Personality analysis has been widely studied in psychology, neuropsychology, and signal
processing fields, among others. From the past few years, it also became an attractive …

Personality recognition by modelling person-specific cognitive processes using graph representation

Z Shao, S Song, S Jaiswal, L Shen, M Valstar… - proceedings of the 29th …, 2021 - dl.acm.org
Recent research shows that in dyadic and group interactions individuals' nonverbal
behaviours are influenced by the behaviours of their conversational partner (s). Therefore, in …

Understanding the political ideology of legislators from social media images

N **, D Ma, M Liou, ZC Steinert-Threlkeld… - Proceedings of the …, 2020 - aaai.org
In this paper, we seek to understand how politicians use images to express ideological
rhetoric through Facebook images posted by members of the US House and Senate. In the …