scholarly journals The Implementation and Evaluation of Individual Preference in Robot Facial Expression Based on Emotion Estimation Using Biological Signals

Sensors ◽  
2021 ◽  
Vol 21 (18) ◽  
pp. 6322
Author(s):  
Peeraya Sripian ◽  
Muhammad Nur Adilin Mohd Anuardi ◽  
Jiawei Yu ◽  
Midori Sugaya
Keyword(s):  
Individual Differences ◽  
Negative Emotion ◽  
Effective Interaction ◽  
Individual Preference ◽  
Semantic Differential ◽  
Biological Data ◽  
Semantic Differential Scale ◽  
Classification Model ◽  
Biological Signals ◽  
The Face

Recently, robot services have been widely applied in many fields. To provide optimum service, it is essential to maintain good acceptance of the robot for more effective interaction with users. Previously, we attempted to implement facial expressions by synchronizing an estimated human emotion on the face of a robot. The results revealed that the robot could present different perceptions according to individual preferences. In this study, we considered individual differences to improve the acceptance of the robot by changing the robot’s expression according to the emotion of its interacting partner. The emotion was estimated using biological signals, and the robot changed its expression according to three conditions: synchronized with the estimated emotion, inversely synchronized, and a funny expression. During the experiment, the participants provided feedback regarding the robot’s expression by choosing whether they “like” or “dislike” the expression. We investigated individual differences in the acceptance of the robot expression using the Semantic Differential scale method. In addition, logistic regression was used to create a classification model by considering individual differences based on the biological data and feedback from each participant. We found that the robot expression based on inverse synchronization when the participants felt a negative emotion could result in impression differences among individuals. Then, the robot’s expression was determined based on the classification model, and the Semantic Differential scale on the impression of the robot was compared with the three conditions. Overall, we found that the participants were most accepting when the robot expression was calculated using the proposed personalized method.

The Hearing Aid Effect in African American and Caucasian Males as Perceived by Female Judges of the Same Race

1999 ◽  
Vol 30 (2) ◽  
pp. 165-172 ◽  
Author(s):  
Mary Davis ◽  
Rhonda Jackson ◽  
Tina Smith ◽  
William Cooper
Keyword(s):  
African American ◽  
Hearing Aids ◽  
Undergraduate Education ◽  
Hearing Aid ◽  
Semantic Differential ◽  
Semantic Differential Scale ◽  
Education Majors ◽  
Female Undergraduate ◽  
Lay Persons ◽  
Males And Females

Prior studies have proven the existence of the "hearing aid effect" when photographs of Caucasian males and females wearing a body aid, a post-auricular aid (behind-the-ear), or no hearing aid were judged by lay persons and professionals. This study was performed to determine if African American and Caucasian males, judged by female members of their own race, were likely to be judged in a similar manner on the basis of appearance, personality, assertiveness, and achievement. Sixty female undergraduate education majors (30 African American; 30 Caucasian) used a semantic differential scale to rate slides of preteen African American and Caucasian males, with and without hearing aids. The results of this study showed that female African American and Caucasian judges rated males of their respective races differently. The hearing aid effect was predominant among the Caucasian judges across the dimensions of appearance, personality, assertiveness, and achievement. In contrast, the African American judges only exhibited a hearing aid effect on the appearance dimension.

The Role of Distress Disclosure Tendencies in the Experience and Expression of Laboratory-Induced Sadness

2017 ◽  
Vol 38 (1) ◽  
pp. 55-62 ◽  
Author(s):  
Jeffrey H. Kahn ◽  
Daniel W. Cox ◽  
A. Myfanwy Bakker ◽  
Julia I. O’Loughlin ◽  
Agnieszka M. Kotlarczyk
Keyword(s):  
Individual Differences ◽  
Emotional Reactivity ◽  
Subjective Experience ◽  
Negative Emotion ◽  
Theoretical Models ◽  
Laboratory Research ◽  
Emotion Words ◽  
Distress Disclosure ◽  
Computerized Text Analysis

Abstract. The benefits of talking with others about unpleasant emotions have been thoroughly investigated, but individual differences in distress disclosure tendencies have not been adequately integrated within theoretical models of emotion. The purpose of this laboratory research was to determine whether distress disclosure tendencies stem from differences in emotional reactivity or differences in emotion regulation. After completing measures of distress disclosure tendencies, social desirability, and positive and negative affect, 84 participants (74% women) were video recorded while viewing a sadness-inducing film clip. Participants completed post-film measures of affect and were then interviewed about their reactions to the film; these interviews were audio recorded for later coding and computerized text analysis. Distress disclosure tendencies were not predictive of the subjective experience of emotion, but they were positively related to facial expressions of sadness and happiness. Distress disclosure tendencies also predicted judges’ ratings of the verbal disclosure of emotion during the interview, but self-reported disclosure and use of positive and negative emotion words were not associated with distress disclosure tendencies. The authors present implications of this research for integrating individual differences in distress disclosure with models of emotion.

Genetic mechanisms underlying individual differences in pain and negative emotion

2011 ◽  
Vol 71 ◽  
pp. e43
Author(s):  
Kazutaka Ikeda ◽  
Daisuke Nishizawa ◽  
Shinya Kasai ◽  
Kenichi Fukuda ◽  
Masakazu Hayashida
Keyword(s):  
Individual Differences ◽  
Negative Emotion ◽  
Genetic Mechanisms

scholarly journals Facial Recognition System for People with and without Face Mask in Times of the COVID-19 Pandemic

2021 ◽  
Vol 13 (12) ◽  
pp. 6900
Author(s):  
Jonathan S. Talahua ◽  
Jorge Buele ◽  
P. Calvopiña ◽  
José Varela-Aldás
Keyword(s):  
Facial Recognition ◽  
Face Mask ◽  
Recognition System ◽  
Classification Model ◽  
World Health ◽  
The Face ◽  
Recognition Systems ◽  
Facial Recognition System ◽  
Health Organization ◽  
Face Detector

In the face of the COVID-19 pandemic, the World Health Organization (WHO) declared the use of a face mask as a mandatory biosafety measure. This has caused problems in current facial recognition systems, motivating the development of this research. This manuscript describes the development of a system for recognizing people, even when they are using a face mask, from photographs. A classification model based on the MobileNetV2 architecture and the OpenCv’s face detector is used. Thus, using these stages, it can be identified where the face is and it can be determined whether or not it is wearing a face mask. The FaceNet model is used as a feature extractor and a feedforward multilayer perceptron to perform facial recognition. For training the facial recognition models, a set of observations made up of 13,359 images is generated; 52.9% images with a face mask and 47.1% images without a face mask. The experimental results show that there is an accuracy of 99.65% in determining whether a person is wearing a mask or not. An accuracy of 99.52% is achieved in the facial recognition of 10 people with masks, while for facial recognition without masks, an accuracy of 99.96% is obtained.

ESTIMATES OF IMPRESSIONS BASED ON FREQUENCY OF BLINKING

2001 ◽  
Vol 29 (2) ◽  
pp. 159-167 ◽  
Author(s):  
Yasuko Omori ◽  
Yo Miyata
Keyword(s):  
Factor Analysis ◽  
University Students ◽  
Impression Formation ◽  
Semantic Differential ◽  
Semantic Differential Scale ◽  
Japanese University

The purpose of this study was to investigate the influence of frequency of blinking on creating a personal impression. The subjects were 88 Japanese university students, 35 males and 53 females, who rated stimulus persons on a seven-point semantic differential scale. The stimulus persons, two males and two females, were presented on a 20-second video simulating various blink rates, i.e., 3, 6, 9, 12, 18, 24, 36, 48, 72, and 96 blinks/min. A factor analysis of the ratings yielded three factors, interpreted as Nervousness, Unfriendliness, and Carelessness. As the frequency of the stimulus persons'blinking increased, so did the tendency to rate them as more nervous and more careless. As for Unfriendliness, there was a U-shaped relation between the frequency of blinking and the impressions formed. Present results provide evidence that frequency of blinking plays an important role in impression formation. Further implications of the findings are discussed.

Individual Differences in Color-Name Connotations as Related to Measures of Racial Attitude

1969 ◽  
Vol 29 (2) ◽  
pp. 383-386 ◽  
Author(s):  
John E. Williams
Keyword(s):  
College Students ◽  
Individual Differences ◽  
Racial Attitudes ◽  
Semantic Differential ◽  
Racial Attitude ◽  
Racial Groups ◽  
Color Name

Caucasian college students made semantic differential ratings of color names concurrent with their participation in studies of racial attitudes. The evaluative meanings assigned to the color names Black and Brown were positively correlated with four measures of attitude toward Negro persons, a result consistent with the hypothesis that the designation of racial groups by color names is one determinant of attitudes toward the racial groups.

scholarly journals High emotion differentiation buffers against internalizing symptoms following exposure to stressful life events in adolescence: An intensive longitudinal study

2020 ◽  
Author(s):  
Erik C Nook ◽  
John Coleman Flournoy ◽  
Alexandra M Rodman ◽  
Patrick Mair ◽  
Katie A McLaughlin
Keyword(s):  
Longitudinal Study ◽  
Life Events ◽  
Internalizing Problems ◽  
Internalizing Symptoms ◽  
Stressful Life Events ◽  
Negative Emotion ◽  
Stressful Life ◽  
Emotion Differentiation ◽  
Affective Science ◽  
The Face

Exposure to stressful life events is strongly associated with internalizing psychopathology, and identifying factors that reduce vulnerability to stress-related internalizing problems is critical for development of early interventions. Drawing on research from affective science, we tested whether high emotion differentiation—the ability to specifically identify one’s feelings—buffers adolescents from developing internalizing symptoms when exposed to stress. Thirty adolescents completed a laboratory measure of emotion differentiation before an intensive year-long longitudinal study in which exposure to stress and internalizing problems were assessed at both the moment-level (n=4,921 experience sampling assessments) and monthly-level (n=355 monthly assessments). High negative and positive emotion differentiation attenuated moment-level coupling between perceived stress and feelings of depression, and high negative emotion differentiation eliminated monthly-level associations between stressful life events and anxiety symptoms. These results suggest that high emotion differentiation buffers adolescents against anxiety and depression in the face of stress, perhaps by facilitating adaptive emotion regulation.

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