Linli Li
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Linli Li has a total of 13 co-authors. Here are the top co-authors by number of shared publications:
- Tiansheng Xia
School of Art & Design, Guangdong University of Technology, Guangzhou 510090, China
2 shared publications - Hongfei Yang
He Xiangning College of Art and Design, Zhongkai University of Agriculture and Engineering, Guangzhou 510225, China
1 shared publication - Huaming Huang
School of Art and Design, Guangdong University of Technology (GDUT), Guangzhou 510090, China
1 shared publication - Jieying Liao
School of Art and Design, Guangdong University of Technology, Guangzhou 510090, China
1 shared publication - Junpai Chen
College of Resources and Environment, University of Chinese Academy of Sciences , Beijing 101408
1 shared publication - Mingyan Xiao
Graduate School of Art and Design, Guangdong University of Technology (GDUT), Guangzhou 510090, China
1 shared publication
Latest Publications
- Open Access
Is AI Food a Gimmick or the Future Direction of Food Production?—Predicting Consumers’ Willingness to Buy AI Food Based on Cognitive Trust and Affective Trust
In recent years, artificial intelligence (AI) has been developing rapidly and has had a broad impact on the food industry, with food produced from AI-generated recipes already appearing to actually go on sale. However, people’s trust and willingness to purchase AI food are still unclear. This study builds an integrated theoretical model based on cognitive trust and affective trust, taking into account consumers’ quality value orientations, social norms, and perceived risks of AI food, with the aim of predicting and exploring consumers’ trust and acceptance of AI food. This study utilized the questionnaire method and 315 questionnaires were collected. The results of structural equation modeling (PLS-SEM) indicated that food quality orientation, subjective norms, perceived trust, and affective trust all had a significant positive effect on consumers’ purchase intentions. Perceived risk had a negative effect on affective trust and consequently on consumers’ purchase intention, but the effect on cognitive trust was not significant. The results also suggest that cognitive trust is the basis of affective trust and that consumer trust and acceptance of AI food can be enhanced by augmenting two antecedents of cognitive trust (food quality orientation and subjective norms). Possible practical implications and insights from the current findings are discussed.
Open AccessIs AI Food a Gimmick or the Future Direction of Food Production?—Predicting Consumers’ Willingness to Buy AI Food Based on Cognitive Trust and Affective Trust
In recent years, artificial intelligence (AI) has been developing rapidly and has had a broad impact on the food industry, with food produced from AI-generated recipes already appearing to actually go on sale. However, people’s trust and willingness to purchase AI food are still unclear. This study builds an integrated theoretical model based on cognitive trust and affective trust, taking into account consumers’ quality value orientations, social norms, and perceived risks of AI food, with the aim of predicting and exploring consumers’ trust and acceptance of AI food. This study utilized the questionnaire method and 315 questionnaires were collected. The results of structural equation modeling (PLS-SEM) indicated that food quality orientation, subjective norms, perceived trust, and affective trust all had a significant positive effect on consumers’ purchase intentions. Perceived risk had a negative effect on affective trust and consequently on consumers’ purchase intention, but the effect on cognitive trust was not significant. The results also suggest that cognitive trust is the basis of affective trust and that consumer trust and acceptance of AI food can be enhanced by augmenting two antecedents of cognitive trust (food quality orientation and subjective norms). Possible practical implications and insights from the current findings are discussed.
- Open Access
- 23 June 2023
- Published by MDPI AG in Sustainability
- Vol. 15 (13) , 9978
Cyberbullying Victimization and Social Anxiety: Mediating Effects with Moderation
Cyberbullying experiences are considered an important factor contributing to social anxiety among college students. However, potential mediators of the relationship between cyberbullying and social anxiety, which may strengthen or weaken this relationship, are unclear. The present study examined the mediating role of self-esteem and appearance anxiety, as well as the moderating role of gender. A total of 269 college students participated in a questionnaire survey on cyberbullying victimization, appearance anxiety, self-esteem, and social anxiety, and 240 valid questionnaires were obtained, including 71 from males and 169 from females. The results show that cyberbullying victimization was significantly and positively correlated with appearance anxiety and social anxiety; appearance anxiety was significantly and positively correlated with social anxiety; and self-esteem was significantly and negatively correlated with social anxiety. Cyberbullying victimization mainly affects college students’ social anxiety in two ways: the mediating role of appearance anxiety and the sequential mediating role of appearance anxiety and self-esteem. In addition, gender plays a moderating role between self-esteem and social anxiety. We discussed the practical implications of the current study and measures of behavioral interventions for college students.
- 23 June 2023
- Published by MDPI AG in Sustainability
- Vol. 15 (13) , 9978
Open AccessCyberbullying Victimization and Social Anxiety: Mediating Effects with Moderation
Cyberbullying experiences are considered an important factor contributing to social anxiety among college students. However, potential mediators of the relationship between cyberbullying and social anxiety, which may strengthen or weaken this relationship, are unclear. The present study examined the mediating role of self-esteem and appearance anxiety, as well as the moderating role of gender. A total of 269 college students participated in a questionnaire survey on cyberbullying victimization, appearance anxiety, self-esteem, and social anxiety, and 240 valid questionnaires were obtained, including 71 from males and 169 from females. The results show that cyberbullying victimization was significantly and positively correlated with appearance anxiety and social anxiety; appearance anxiety was significantly and positively correlated with social anxiety; and self-esteem was significantly and negatively correlated with social anxiety. Cyberbullying victimization mainly affects college students’ social anxiety in two ways: the mediating role of appearance anxiety and the sequential mediating role of appearance anxiety and self-esteem. In addition, gender plays a moderating role between self-esteem and social anxiety. We discussed the practical implications of the current study and measures of behavioral interventions for college students.
- Open Access
- 9 February 2023
- Published by Frontiers Media SA in Frontiers in Psychology
- Vol. 14, 1052257
The influence of music environment on conceptual design creativity
Introduction: Creativity plays an important role in design. However, there have been mixed results about whether music, as an environmental stimulus, improves design creativity performance.Methods: Participants were 57 design major students who were randomly assigned to one of three groups, with 19 students in each group: no music, pure music, and music with intelligible semantic information (unrelated to the task) playing in the background. Each participant completed a design task (design a tool for storing painting materials), with two phases in it, one that involved idea generation (divergent thinking) and one that involved idea evaluation (convergent thinking). Performance in the two phases was rated based on six indices of creativity (fluency; flexibility; adaptability; feasibility; usefulness; novelty) and overall design creativity (ODC).Results: The results of one-way ANOVAs with Bonferroni correction showed that neither music environment had a significant influence on divergent thinking in idea generation nor convergent thinking in idea evaluation. However, both music environments had a significantly positive effect on novelty and ODC.Discussion: We discuss the implications of our current results for fostering designers’ creativity performance.
- 9 February 2023
- Published by Frontiers Media SA in Frontiers in Psychology
- Vol. 14, 1052257
Open AccessThe influence of music environment on conceptual design creativity
Introduction: Creativity plays an important role in design. However, there have been mixed results about whether music, as an environmental stimulus, improves design creativity performance.Methods: Participants were 57 design major students who were randomly assigned to one of three groups, with 19 students in each group: no music, pure music, and music with intelligible semantic information (unrelated to the task) playing in the background. Each participant completed a design task (design a tool for storing painting materials), with two phases in it, one that involved idea generation (divergent thinking) and one that involved idea evaluation (convergent thinking). Performance in the two phases was rated based on six indices of creativity (fluency; flexibility; adaptability; feasibility; usefulness; novelty) and overall design creativity (ODC).Results: The results of one-way ANOVAs with Bonferroni correction showed that neither music environment had a significant influence on divergent thinking in idea generation nor convergent thinking in idea evaluation. However, both music environments had a significantly positive effect on novelty and ODC.Discussion: We discuss the implications of our current results for fostering designers’ creativity performance.
- Open Access
- 7 February 2023
- Published by MDPI AG in Sustainability
- Vol. 15 (4) , 3023
Assessing the Sustainability of Urban Community Renewal Projects in Southern China Based on a Hybrid MADM Approach
Urban renewal is extensively practiced around the world and has attracted substantial attention among scholars and the public. To ensure that urban renewal is directed toward sustainable development goals, sustainability assessments for urban renewal projects have become critical topics. Simultaneously, the ex ante evaluation research of urban renewal projects has not received enough academic attention, and most results have not fully considered the localization of criteria and the internal correlation between criteria/dimensions. Therefore, this paper proposes an ex ante decision model for the sustainability assessment of urban renewal projects based on a hybrid multiple-attribute decision-making (MADM) approach, which includes 3 dimensions and 16 criteria. It uses a case in Guangzhou to assess the sustainable potential of the project and explore relevant improvement strategies. Empirical results from the Decision Testing and Evaluation Laboratory (DEMATEL) indicate that the economic () and environment () dimensions both impact the social and cultural () dimensions, with the environment () dimension being impacted by the economic () dimension. The criteria occupying the “cause” position include reducing construction costs and materials expenses (), increasing greening configuration and open space (), reducing resource consumption and waste (), improving existing land-use efficiency (), promoting the biodiversity of space (), and strengthening the safety of pedestrians and residents (), where increasing greening configurations and open space () and reducing resource consumption and waste () are considered the key criteria based on the results of DEMATEL and the DEMATEL-Analytic Network Process (DANP). The modified VlseKriterijumska Optimizacija I Kompromisno Resenje (VIKOR) method revealed that the economic () dimension has poor performance, and its improvement needs to be prioritized. Further improvement strategies are proposed based on the influence network relationship graph (INRM). In conclusion, our results show that urban community renewal projects in Guangzhou are steadily progressing toward a sustainable vision.- 7 February 2023
- Published by MDPI AG in Sustainability
- Vol. 15 (4) , 3023
Open AccessAssessing the Sustainability of Urban Community Renewal Projects in Southern China Based on a Hybrid MADM Approach
Urban renewal is extensively practiced around the world and has attracted substantial attention among scholars and the public. To ensure that urban renewal is directed toward sustainable development goals, sustainability assessments for urban renewal projects have become critical topics. Simultaneously, the ex ante evaluation research of urban renewal projects has not received enough academic attention, and most results have not fully considered the localization of criteria and the internal correlation between criteria/dimensions. Therefore, this paper proposes an ex ante decision model for the sustainability assessment of urban renewal projects based on a hybrid multiple-attribute decision-making (MADM) approach, which includes 3 dimensions and 16 criteria. It uses a case in Guangzhou to assess the sustainable potential of the project and explore relevant improvement strategies. Empirical results from the Decision Testing and Evaluation Laboratory (DEMATEL) indicate that the economic () and environment () dimensions both impact the social and cultural () dimensions, with the environment () dimension being impacted by the economic () dimension. The criteria occupying the “cause” position include reducing construction costs and materials expenses (), increasing greening configuration and open space (), reducing resource consumption and waste (), improving existing land-use efficiency (), promoting the biodiversity of space (), and strengthening the safety of pedestrians and residents (), where increasing greening configurations and open space () and reducing resource consumption and waste () are considered the key criteria based on the results of DEMATEL and the DEMATEL-Analytic Network Process (DANP). The modified VlseKriterijumska Optimizacija I Kompromisno Resenje (VIKOR) method revealed that the economic () dimension has poor performance, and its improvement needs to be prioritized. Further improvement strategies are proposed based on the influence network relationship graph (INRM). In conclusion, our results show that urban community renewal projects in Guangzhou are steadily progressing toward a sustainable vision. - Open Access
Art Funds in China: Developments and Limitations
This paper focuses on a type of worldwide art investment vehicle in an unexplored yet significant area: the Chinese art fund. It seeks to understand why art funds exploded in China after the 2008 financial crisis and how they have developed new features in the Chinese context. Further, it discusses the relationship between Chinese art funds and the Chinese art world. While these two groups tend to be what sociologists call “hostile worlds” in the West, my study shows that actors in the Chinese art world tend to take a pragmatic attitude toward capital. Thus, art funds face fewer social limitations in the Chinese art world than their Western counterparts. However, Chinese art funds face limitations in terms of accessibility, credibility, and liquidity. These limitations have been caused mainly by a series of regulations launched since 2013, which has primarily resulted in a decline of art funds in China.
Open AccessArt Funds in China: Developments and Limitations
This paper focuses on a type of worldwide art investment vehicle in an unexplored yet significant area: the Chinese art fund. It seeks to understand why art funds exploded in China after the 2008 financial crisis and how they have developed new features in the Chinese context. Further, it discusses the relationship between Chinese art funds and the Chinese art world. While these two groups tend to be what sociologists call “hostile worlds” in the West, my study shows that actors in the Chinese art world tend to take a pragmatic attitude toward capital. Thus, art funds face fewer social limitations in the Chinese art world than their Western counterparts. However, Chinese art funds face limitations in terms of accessibility, credibility, and liquidity. These limitations have been caused mainly by a series of regulations launched since 2013, which has primarily resulted in a decline of art funds in China.