Speech recognition technology has played an indispensable role in realizing human-computer intelligent interaction. However, most of the current Chinese speech recognition systems are provided online or offline models with low accuracy and poor performance. To improve the performance of offline Chinese speech recognition, we propose a hybrid acoustic model of deep convolutional neural network, long short-term memory, and deep neural network. This model utilizes DCNN to reduce frequency variation and adds a batch normalization layer after its convolutional layer to ensure (...) the stability of data distribution, and then use LSTM to effectively solve the gradient vanishing problem. Finally, the fully connected structure of DNN is utilized to efficiently map the input features into a separable space, which is helpful for data classification. Therefore, leveraging the strengths of DCNN, LSTM, and DNN by combining them into a unified architecture can effectively improve speech recognition performance. Our model was tested on the open Chinese speech database THCHS-30 released by the Center for Speech and Language Technology of Tsinghua University, and it was concluded that the DLD model with 3 layers of LSTM and 3 layers of DNN had the best performance, reaching 13.49% of words error rate. (shrink)

The question of what determines brain laterality for auditory cognitive processing is unresolved. Here, we demonstrate a swap of hemisphere dominance from right to left during semantic interpretation of Chinese lexical tones in native speakers using simultaneously recorded mismatch negativity response and behavioral reaction time during dichotic listening judgment. The mismatch negativity, which is a brain wave response and indexes auditory processing at an early stage, indicated right hemisphere dominance. In contrast, the behavioral reaction time, which reflects auditory processing at (...) a later stage, indicated a right ear listening advantage, or left hemisphere dominance. The observed swap of hemisphere dominance would not occur when the lexical tone was substituted with a meaningless pure tone. This swap reveals dependence of hemisphere labor division initially on acoustic and then on functional cues of auditory inputs in the processing from sound to meaning. (shrink)

With the rapid development of Internet of Things technology, RFID technology has been widely used in various fields. In order to optimize the RFID system hardware deployment strategy and improve the deployment efficiency, the prediction of the RFID system identification rate has become a new challenge. In this paper, a neighborhood rough set and random forest combination model is proposed to predict the identification rate of an RFID system. Firstly, the initial influencing factors of the RFID system identification rate are (...) reduced using neighborhood rough set theory combined with the principle of heuristic attribute reduction of neighborhood weighted dependency, thus obtaining a kernel factor subset. Secondly, a random forest prediction model is established based on the kernel factor subset, and a confusion matrix is established using out-of-bag data to evaluate the prediction results. The test is conducted under the constructed RFID experimental environment, whose results showed that the model can predict the identification rate of the RFID system in a fast and efficient way, and the classification accuracy can reach 90.5%. It can effectively guide the hardware deployment and communication parameter protocol setting of the system and improve the system performance. Compared with BP neural network and other prediction models, NRS-RF has shorter prediction time and faster calculation speed. Finally, the validity of the proposed model was verified by the RFID intelligent archives management platform. (shrink)

Emotional creativity refers to a set of cognitive abilities and personality traits related to the originality of emotional experience and expression. Previous studies have found that emotional creativity can positively predict posttraumatic growth and mental health. The outbreak of coronavirus disease 2019 (COVID-19) has posed great challenges to people’s daily lives and their mental health status. Therefore, this study aims to address the following two questions: whether emotional creativity can improve posttraumatic growth and mental health during the COVID-19 pandemic and (...) how it works. To do this, a multiple mediation model has been proposed, which supposes that emotional creativity is associated with posttraumatic growth and mental health through perceived social support and regulatory emotional self-efficacy. The study involved 423 participants from multiple regions with different COVID-19 involvement levels. Participants were asked to complete a questionnaire with six parts, which included Emotional Creativity Inventory (ECI), Regulatory Emotional Self-Efficacy Scale (RES), Stress-Related Growth Scale-Short Form (SRGS-SF), Multidimensional Scale of Perceived Social Support scale (MSPSS), Brief Symptom Inventory-18 scale (BSI-18), and COVID-19-related life events questionnaire. Path analysis used to examine the mediation model indicated that under the control of COVID-19-related life events and age, perceived social support mediated a positive association between emotional creativity and posttraumatic growth as well as a negative association between emotional creativity and all mental health problems, including somatization, depression, and anxiety. Regulatory emotional self-efficacy mediates the association between emotional creativity and posttraumatic growth, emotional creativity and anxiety, and emotional creativity and depression. The results suggest that emotional creativity plays an important role in coping with stressful events related to COVID-19. Furthermore, these results might provide a better understanding of the possible paths through which emotional creativity is related to psychological outcomes, such as mental health and posttraumatic growth. (shrink)

Previous research documents a persistent relationship between social class and parental values. Middle-class parents are more likely to emphasize autonomy, and working-class parents are more likely to stress conformity in children. More recent literature, however, suggests a gender difference in the effects of class on values. Feminist scholarship also claims a gender gap in fundamental value orientations. Drawing data from the U.S. sample in the World Values Survey, this research examines the intersections of class and gender as they influence parental (...) values in the 1990s. The findings suggest that while social class continues to be a source of the valuation of autonomy and conformity in children, gender also conditions parental values. Specifically, women in advantaged social positions value autonomy much more than their male counterparts. Contrary to feminist theory, however, gender is not linked to care-oriented values. Sources and implications of the findings are discussed. (shrink)

Overlap with the Chinese verb verb Russian way limit were compared and found that in addition to the two expressed the same grammatical meaning, the semantic features also constitute a limitation, when the body, the body of words, body language and other aspects of the same, validated Chinese Vv is a form of state is complete , explains that habitual Chinese Vv, the possibility of significant reasons, and pointed out the major differences between the two. So far, research achievement in (...) reduplication comparison of interlinguistics is substantial. We now want to approach it in a new light. We have compared Chinese verb reduplication and Russian mode restriction verb. We have found that they both are same not only in grammatical meanings but also in semantic features, restrictions, tenses, aspects, nominalizations, types of writing, etc. We have proved that Chinese Vv is a morphological structure. It belongs to perfect tense. We have found out the reason why Chinese form Vv expresses habituation and probability , and figured out main differences between them. (shrink)

This research examines the influence of social status, gender and family structure on parental values. Data are taken from the General Social Survey of six years in which parental value questions in standard form appeared. Logistic regression models are estimated for seven values representing three types of parental values: conformity, gender roles and self-direction. Results indicate that while social status has a positive effect on the preference of self-direction values and a negative effect on the valuation of conformity and traditional (...) gender roles, gender and family structure are also consistently related to characteristics parents consider important for children. Compared to men, women are more likely to endorse self-direction and less likely to value conformity and traditional gender roles in children. Women in single-parent families are also more likely than women in two-parent families to value conformity and gender roles. Discussions of the findings and directions for future research are provided. (shrink)

The relationship between children and their maternal uncles in contemporary Mosuo culture reveals a unique parenting mode in a matrilineal society. This study compared the responses of Mosuo and Han participants from questionnaires on the parent–child and maternal uncle–child relationship. More specifically, Study 1 used Inventory of Parent and Peer Attachment to assess the reactions of the two groups to the relationship between children and their mothers, fathers, and maternal uncles. The results show that while Han people display a higher (...) level of attachment toward their fathers than their maternal uncles, Mosuo people do not exhibit a significant difference in this aspect. Study 2 used a scenario-based method to compare how adults and teenagers perceive the rights and responsibilities of fathers/maternal uncles toward their children/nephews or nieces. The results show that Han adults attribute more rights and responsibilities to their own children than nephews/nieces, while their Mosuo counterparts have the reverse pattern and assign stronger responsibilities to their nephews/nieces than their own children. Both groups perceive the fathers to be the bearer of rights and responsibilities, although this perception was weaker among Mosuo. This paper concludes that in the Mosuo society, fathers have a relatively weak social role as a result of their unique matrilineal social structure. (shrink)

At the centre of controversy over human rights policy in China is the disagreement on the relationship between two sets of human rights: civil and political rights on the one hand, and social and economic rights on the other. Much of the debate, however, has been undertaken on theoretical and normative levels. Empirical evidence is needed to advance this debate. Drawing data from a multination survey, this research explores whether Chinese and Westerners differ in their human rights policy preferences. The (...) findings suggest that while social and economic rights have a much broader support base in China than in Western nations, political and civil rights are also important concerns to the Chinese public. Sources and implications of the findings are also discussed. (shrink)

At the centre of controversy over human rights policy in China is the disagreement on the relationship between two sets of human rights: civil and political rights on the one hand, and social and economic rights on the other. Much of the debate, however, has been undertaken on theoretical and normative levels. Empirical evidence is needed to advance this debate. Drawing data from a multination survey, this research explores whether Chinese and Westerners differ in their human rights policy preferences. The (...) findings suggest that while social and economic rights have a much broader support base in China than in Western nations, political and civil rights are also important concerns to the Chinese public. Sources and implications of the findings are also discussed. (shrink)

Deep learning is widely used in the fields of information technology and education innovation but there are few studies for young children in the preschool stage. Therefore, we aimed to explore factors that affect children’s learning ability through collecting relevant information from teachers in the kindergarten. Literature review, interview, and questionnaire survey methods were used to determine the influencing factors of deep learning. There were five dimensions for these factors: the level of difficulty of academic, communication skills, level of active (...) collaboration, level of in-depth processing, and reflection level evaluation. Reliability and validity tests were used to analyze the data from questionnaires. In total, 100 valid questionnaires were collected. The Cronbach coefficients for academic challenge, communication, active cooperation, deep processing, and reflective evaluation were 0.801, 0.689, 0.770, 0.758, and 0.665, respectively. Principal component analysis revealed that there were three main factors that affect children’s learning depth: the level of deep processing, the level of reflective evaluation, and the active level of collaboration. In conclusion, there were several factors affecting deep learning in children and further studies are warranted to promote the development of this field. (shrink)

Existing theory has not documented the potential benefits of facing the challenges of underdog entrepreneurs, who may succeed unexpectedly. This research explains why, and under what circumstances, the underdog status of entrepreneurs can promote entrepreneurial success rather than just hinder it. We predict that the underdog effect has the potential to boost entrepreneurial resource efficiency when entrepreneurs hold an incremental theory, enter a low-barrier industry, and are in a favorable business environment. Study 1 provides support for the positive relationship between (...) underdog status and resource efficiency through an ordinary least squares regression analysis, which is accompanied by a moderating effect of the implicit theory, industry context, and business environment. The data was obtained from two nationwide surveys. By extending a qualitative comparative analysis of multiple case studies, Study 2 reveals support for a synergistic effect of the above factors. Our research results examine the assumption that perceiving underdog status is detrimental and offer meaningful insights into why and when underdog entrepreneurs have good performance in entrepreneurial resource efficiency. We provide a psychological and behavioral explanation for the underdog effect, extending the underdog effect theory to the field of entrepreneurship for the first time from the perspective of the actors. Finally, theoretical contributions and practical implications are discussed by indicating the limitations of the research. (shrink)

Objectives: The growing rate of retraction of scientific publications has attracted much attention within the academic community, but there is little knowledge about the nature of such retractions in schizophrenia-related research. This study aimed to analyze the characteristics of retractions of schizophrenia-related publications.

GraphicalPatients with early- to middle-stage PD were enrolled for C-Gait assessment and traditional walking ability assessments. The correlation of C-Gait assessment and traditional walking tests were studied. Two models were established based on C-Gait assessment and traditional walking tests to explore the value of C-Gait assessment in predicting freezing of gait.ObjectiveEfficient methods for assessing walking adaptability in individuals with Parkinson’s disease are urgently needed. Therefore, this study aimed to assess C-Gait for detecting freezing of gait in patients with early- to (...) middle-stage PD.MethodPeople with PD diagnosis were recruited from April 2019 to November 2019 in Beijing Rehabilitation Hospital. The participants performed six items of walking adaptability on an instrumented treadmill augmented with visual targets and obstacles. The patient’s walking adaptability was evaluated by C-Gait assessment and traditional walking tests, and FOG-related indexes were collected as outcome measures. Two discriminant models were established by stepwise discriminant analysis; area under the receiver operating characteristic curve was used to validate the models.ResultIn total, 53 patients were included in this study. Most C-Gait assessment items had no or low correlations with traditional walking tests. The obstacle avoidance and speed of adaptation items could lead to FOG with high sensitivity. In addition, the C-Gait assessment model had slightly better discrimination of freezers from non-freezers compared with traditional walking test models ; specifically, obstacle avoidance and speed of adaptation have uniquely discriminant potential.ConclusionC-gait assessment could provide additional value to the traditional walking tests for PD. Gait adaptability assessment, as measured by C-Gait, may be able to help identify freezers in a PD population. (shrink)

In business settings, decision makers facing moral issues often experience the challenges of continuous changes. This dynamic process has been less examined in previous literature on moral decision making. We borrow theories on learning strategies and computational models from decision neuroscience to explain the updating and learning mechanisms underlying moral decision processes. Specifically, we present two main learning strategies: model-free learning, wherein the values of choices are updated in a trial-and-error fashion sustaining the formation of habits and model-based learning, wherein (...) the brain updates more general cognitive maps and associations, thus sustaining flexible and state-dependent behaviors. We then summarize studies explaining the neuro-computational processes of both learning strategies—the calculation of prediction errors and valuation. We conclude by emphasizing how the incorporation of dynamic aspects in moral decision making could open new avenues for understanding moral behaviors in a changing world. (shrink)

This paper explores the connections between being Chinese in various senses and the study of Chinese philosophy.

In this essay, we will follow Tang Junyi’s lead in exploring issues related to Chinese diaspora and Chinese philosophy. While we largely endorse Tang’s call for overseas Chinese to establish themselves in their adopted lands, we will argue for a more nuanced view on the identity of Chinese people outside China: they are not marginalized individuals scattered out of “homeland” China, rather they are people legitimately established in their own respective countries. In this connection, we will also advance a view (...) of future Chinese philosophy as a world philosophy that takes roots in China as well as in the world at large. In our view, although Chinese immigrant thinkers in the past century have played a major role in promoting Chinese philosophy outside China, the importance of such a role is likely to decline along with the success of Chinese philosophy becoming a world philosophy. (shrink)

BackgroundThe Quality of Life in Life-threatening Illness-Family Carer Version has been proven to be a brief, reliable, and valid instrument for measuring the caregivers’ QOL in western cultures. However, whether it is suitable to be used in Chinese culture is unclear. This study aimed to test the reliability and validity of the Chinese version of.Materials and methodsA total of 202 family caregivers of advanced cancer patients from Fujian Provincial hospice care center were investigated using the Chinese version of QOLLTI-F-CV from (...) September 2019 to August 2020. The questionnaire was evaluated using an exploratory structural equation model. Its psychometric properties were examined in terms of factor structure, convergent validity, discriminant validity, internal consistency, and test–retest reliability.ResultsDifferently from the seven-domain original QOLLTI-F, its Chinese version had only three domains including caregiver’s self-feelings, caregiver’s stress, and caregiver’s outlooks. The total variance explanation rate for the domains was 55.4%. The Chinese version fitted well with the structure model ; its comparative fit index was 0.971; Tucker–Lewis index was 0.954; and the root mean square error of approximation was 0.072. The success rate of its convergent and discriminant validity calibration test was 100%. Its Cronbach’s alpha coefficient of the whole questionnaire and three domains was from 0.650 to 0.874, and test–retest reliability was 0.836.ConclusionThe 3-domain QOLLTI-F-CV is a valid and reliable instrument for identifying QOL concerns of FCs of advanced cancer patients in China. The refactoring structure optimally matches Chinese culture and value system well. (shrink)

Brand rumors can harm brands’ image and bring significant impacts on customers’ decision-making and sharing behavior. Finding practical strategies for preventing the spread of brand rumors continues to be a challenge. Building on the social contagion theory, the current research enriches the discussion on understanding why people spread rumors and how to deal with the spreading of rumors. Sharing brand rumors is motivated by a variety of complex psychological reasons, but prior research didn’t adequately analyze the problem from a complexity (...) perspective. Therefore, using a sample of 416 interviewers within eight types of brand rumors, this study employs fuzzy-set qualitative comparative analysis to investigate the combination of rumor psychological communication motivations in brand activities and solutions to prevent the spread of brand rumors. The current study discoveries three and two first-level configurational solutions, respectively, that can promote positive and negative rumor spreading. To summarize, emotional stimulation is a key component in the spread of rumors; altruism and relationship management motivation can coexist at times; and untrusted rumors are disseminated through other motivation factors. Solutions to prevent rumors from spreading are also provided. Furthermore, the findings help to understand the psychology of configurational motivation and how it can help brands reduce the spread of brand rumors. Finally, these discoveries’ theoretical contributions and practical implications are presented. (shrink)

Antibiotic resistance in bacteria has become a great threat to global public health. Tigecycline is a next‐generation tetracycline that is the final line of defense against severe infections by pan‐drug‐resistant bacterial pathogens. Unfortunately, this last‐resort antibiotic has been challenged by the recent emergence of the mobile Tet(X) orthologs that can confer high‐level tigecycline resistance. As it is reviewed here, these novel tetracycline destructases represent a growing threat to the next‐generation tetracyclines, and a basic framework for understanding the molecular epidemiology and (...) resistance mechanisms of them is presented. However, further large‐scale epidemiological and functional studies are urgently needed to better understand the prevalence and dissemination of these newly discovered Tet(X) orthologs among Gram‐negative bacteria in both human and veterinary medicine. (shrink)

Background: Individuals’ information processing includes automatic and effortful processes and the latter require sustained concentration or attention and larger amounts of cognitive “capacity.” Event-related potentials reflect all neural activities that are related to a certain stimulus. Investigating ERP characteristics of effortful cognitive processing in people with schizophrenia would be helpful in further understanding the neural mechanism of schizophrenia.Methods: Both schizophrenia patients and health controls completed ERP measurements during the performance of the basic facial emotion identification test and the face-vignette task. (...) Data of ERP components, BFEIT and FVT performances were analyzed.Results: Schizophrenia patients’ accuracies of face emotion detection in the BFEIT and vignette emotion detection in the FVT were both significantly worse than the performance of the HC group. Repeated-measures ANOVAs performed on mean amplitudes and latencies revealed that the interaction effect for group × experiment × site was significant for N250 amplitude. In FVT experiment, N250 amplitudes at prefrontal and frontal sites in schizophrenia group were larger than those of HC group; the maximum N250 amplitude was present at the prefrontal site in both the groups. For N250 latency, the interaction effect for group × experiment was significant; N250 latencies in the schizophrenia group were longer than those of the HC group.Conclusion: Schizophrenia patients present effortful cognitive processing dysfunctions which reflect in abnormal ERP components, especially N250 at prefrontal cortex and frontal cortex sites. These findings have important implications for further clarifying the neural mechanism of effortful cognitive processing deficits in schizophrenia. (shrink)

"This collection provides a powerful and sophisticated analysis of how environmental movements influence politics in Asia, and how politics influences movements." -- John S. Dryzek, Centenary Professor, University of Canberra "This important book reflects the challenges and questions currently foremost in scholars', activists' and policy-makers' minds-the Anthropocene, environmental justice, China's Belt and Road Initiative, and post-politics-all addressed through the lens of environmental movements in Asia. -- Jonathan Rigg, Professor at the School of Geographical Sciences, University of Bristol "How have authoritarianism, (...) democratization and political change affected environmentalism in East and Southeast Asia? How have environmental mobilization and demands for environmental justice at the grassroots influenced politics there? These are among the vital questions answered by this insightful and well-crafted volume." --Paul G. Harris, Chair Professor of Global and Environmental Studies, Education University of Hong Kong "This book shows convincingly that the concept of Anthropocene is as relevant in Asia as anywhere." -- Philip Hirsch, Emeritus Professor of Human Geography, University of Sydney "Despite its claims to universality, the Anthropocene concept remains largely a Western phenomenon. This book is crucial in correcting this view by putting environmental movements in Asia center stage." -- Eva Horn, Professor of Literature and Cultural History, University of Vienna. (shrink)

Xiao Hong and Zhang is the history of modern Chinese literature two great writers, they are the New Culture Movement "spiritual son", the two experiences are similar, with common trip flight, which makes them choosing the edge humanistic stance, in the male culture of resistance in the successfully established a women's body; their own artistic talents inherit and carry forward the Chinese magic, the Chinese women in the 20th century, an outstanding representative of Chinese writing. As two great (...) female writers in China's modern literary history, Xiao Hong and Zhang Ailing are both the spiritual daughters of the May Fourth New Cultural Movement. Both of them have the exile experiences and both of them choose a marginal position of humanity hence question the male dominant civilization. In their resistance to the patriarchal culture they have successively secured a female subjectivity, moreover, they have inherited and expanded the magic beauty of Chinese language by their artistic talents. (shrink)

Prior research suggests that most people perceive themselves to be more altruistic than the average population, an observation known as the better-than-average (BTA) effect. Understanding the BTA effect carries significant public health implications, as self-perceived altruism is closely related to altruistic behaviors, which plays a significant role in individual and societal well-being. However, little is known about whether subpopulations with specific sociodemographic profiles are more likely to hold BTA altruistic self-perceptions, making it difficult to design targeted programs based on multiple (...) sociodemographic characteristics to promote altruistic behaviors. This study addresses this gap by identifying the sociodemographic profiles of populations who are more likely to exhibit BTA effects on trait altruism. Data were derived from a representative sample of Hong Kong citizens (n= 1,185) in the 2017 Hong Kong Altruism Survey. A latent class analysis was performed using four domains of sociodemographic characteristics: sex, age, religion, and socioeconomic status. Multivariate multinomial logistic regressions were conducted to examine associations between class membership, BTA effect, and altruistic behaviors. The results yielded four classes of sociodemographic profiles. Middle-aged, Christian/Catholic, highly educated, and high-income individuals (Class 4, 17.8%) were most likely to exhibit BTA effects and behave altruistically; Class 3 (14.0%) were older, male, no/other religious belief, low education, and least likely to exhibit BTA effects and behave altruistically. Findings improve the understanding of the sociodemographic profiles of people showing BTA effects and facilitate targeted policy development to effectively promote altruism. (shrink)

Scholars and leaders have assumed that prosocial motivation is the primary driver for social enterprises (SEs) to do good. Despite the significance of prosocial motivation, we argue that it may not be the single driver for SE motivation. A dual-motivations approach based on insights from motivation research is proposed to examine how different types of SE motivation can act together to influence the outcomes of SEs. Empirical findings based on survey data from Hong Kong demonstrate that dual motivations—prosocial-intrinsic and (...) prosocial-extrinsic motivations—explain the outcomes of SEs beyond what the direct effects of prosocial motivation can explain separately. Based on moderation analyses, intrinsic motivation enhances the positive relationships between prosocial motivation and business and social outcomes, whereas extrinsic motivation undermines the relationship related to business outcomes. Implications for research on social entrepreneurship and business ethics are discussed. (shrink)

The guide dog robot (GDR) is a low-speed companion robot that serves visually impaired people and is used to guide blind people to walk steadily, carrying a variety of intelligent technologies and needing to have the ability to guide with optimal energy consumption in specific scenarios. This paper proposes an innovative technique for virtual-real collaborative path planning and navigation of the GDR specific indoor scenarios, and designs an experimental method for virtual-real collaborative path planning of the GDR specific scenarios. The (...) energy consumption integral equation is used to solve for the energy consumption of the GDR with virtual-real synergy, and the difference in energy consumption is compared for three different navigation directions: horizontal, vertical and oblique obstacle avoidance. The results show that the optimized GDR saves 6.91% in rectilinear movement and 10.60% in curved movement. The efficiency of planning and navigating the GDR in specific domestic scenarios is verified by a virtual-real cooperative. The realization of optimal path planning for energy consumption is instrumental in exploring many of the most significant thought in the path planning and navigation of mobile robots in indoor specific scenarios. (shrink)