Ben shu tong guo dui Kang Youwei zhi "qun" yu"du" guan nian de kao cha, lai ba wo Kang Youwei dui ge ren, guo jia nai zhi tian xia zhi xu de shen ke si kao. Zhu yao nei rong you: yi, Jin dai"qun-du" guan nian de chu xian ji qi zou xiang, er, Kang Youwei "qun-du" guan nian chan sheng de si xiang bei jing, san, "Du ren" yu Kang Youwei dui xian dai xing ge (...) ti sheng cun zhi ling hui, si, "Qun" yu guo jia wei xin, wu, "qun-du" guan lian yu chong tu: min quan yu guo jia guan nian zhi jian de zhang li, liu, Shi jie fan wei zhi "du" yu "qun" : guo jia yu "da tong"deng. (shrink)

Due to the advent of deglobalization and regional integration, this article aims to adopt LASSO-based network connectedness to estimate the multiscale tail risk spillover effects of global stock markets. The results show that tail risk varies across frequencies and shocks. In static analysis, the risk is centered mostly on the developed European and North American markets at a low frequency, and regionalization is imposed on the moderate frequency. Moreover, emerging markets could be sources of risk spillover, especially at the highest (...) frequency where there is no absolute risk center. In dynamic analysis, we use rolling window estimation and find that different frequencies identify distinct episodes of shocks, which provides us with the reason for the diverse risk centers at different time scales in static analysis. Our findings provide heterogeneous financial practitioners, regulators, and investors with diverse characteristics of stock markets under multiple time horizons and help them operate their own trading strategies. (shrink)

Business Ethics: A European Review, EarlyView.

Background Informed consent is often cited as the “cornerstone” of research ethics. Its intent is that participants enter research voluntarily, with an understanding of what their participation entails. Despite agreement on the necessity to obtain informed consent in research, opinions vary on the threshold of disclosure necessary and the best method to obtain consent. We aimed to investigate Australian researchers’ views on, and their experiences with, obtaining informed consent. Methods Semi-structured interviews were conducted with 23 researchers from NSW institutions, working (...) in various fields of research. Interviews were analysed and coded to identify themes. Results Researchers reported that consent involved information disclosure, understanding and a voluntary decision. They emphasised the variability of consent interactions, which were dependent on potential participants’ abilities and interests, study complexity and context. All researchers reported providing written information to potential participants, yet questioned the readability and utility of this information. The majority reported using signed consent forms to ‘operationalise’ consent and reported little awareness of, and lack of support in implementing more dynamic informed consent procedures, such as verbal informed consent, that was fit for the purposes of their studies. Views on Human Research Ethics Committees varied. Some reported inconsistent, arduous inputs on the information form and consent process. Others expressed reliance on HRECs for guidance, viewing them as institutional safeguards. Conclusions This study highlights the importance of transparent relationships, both between researchers and participants, and between researchers and HRECs. Where the relationship with study participants was reported as more robust, researchers felt that they were better able to ensure participants made better, more informed decisions. Where the relationship with HRECs was reported as more robust, researchers were more likely to view them as institutional safeguards, rather than as bureaucratic hindrances. Conscientious and mindful researchers are paramount to ensuring the procedure accommodates individual requirements. This study advocates that when designing ethical informed consent practices, researchers should be integrated as autonomous players with a positive input on the process, rather than, in the worst case, predatory recruiters to be curtailed by information forms and oversight. (shrink)

Link trustworthiness evaluation is a crucial task for information networks to evaluate the probability of a link being true in a heterogeneous information network. This task can significantly influence the effectiveness of downstream analysis. However, the performance of existing evaluation methods is limited, as they can only utilize incomplete or one-sided information from a single HIN. To address this problem, we propose a novel multi-HIN link trustworthiness evaluation model that leverages information across multiple related HINs to accomplish link trustworthiness evaluation (...) tasks inherently and efficiently. We present an effective method to evaluate and select informative pairs across HINs and an integrated training procedure to balance inner-HIN and inter-HIN trustworthiness. Experiments on a real-world dataset demonstrate that our proposed model outperforms baseline methods and achieves the best accuracy and F1-score in downstream tasks of HINs. (shrink)

We explored the home learning environments of 173 Mexican preschool children (aged 3–6 years) in relation to their numeracy performance. Parents indicated the frequency of their formal home numeracy and literacy activities, and their academic expectations for children’s numeracy and literacy performance. Children completed measures of early numeracy skills. Mexican parent–child dyads from families with either high- or low-socioeconomic status (SES) participated. Low-SES parents (n= 99) reported higher numeracy expectations than high-SES parents (n= 74), but similar frequency of home numeracy (...) activities. In contrast, high-SES parents reported higher frequency of literacy activities. Path analyses showed that operational (i.e., advanced) numeracy activities were positively related to children’s numeracy skills in the high- but not in the low-SES group. These findings improve the understanding of the role of the home environment in different contexts and provide some insights into the sources of the variable patterns of relations between home learning activities and children’s numeracy outcomes. They also suggest that SES is a critical factor to consider in research on children’s home numeracy experiences. (shrink)

The field of eSports is undergoing a process of developing and evolving with irresistible forces. The process witnesses the ever-refreshing and hybrid meanings and definitions of Sports and eSports in the digital era of technology empowerment and advancing artificial intelligence. This paper calls us to re-construct the meanings and sporting values of eSports, re-evaluate the eSports landscape, going beyond the debate ‘Are eSports Sports?’ and move to re-examine the contextual nature and values of Sports and eSports, as well as their (...) interweaving relationships in contemporary society. It is of significance to explore the way in which the intelligent embodiment of eSports and the virtualisation of traditional sports integrate with each other, offering the potential for fitness and physical exercises and practices in real and virtual spaces. Meanwhile, crucial digital ethics issues are emerging in the field of eSports, potentially challenging and alerting the eSports industry to take timely measurements to maintain the Sport’s integrity. (shrink)

The discourse on Confucianism during the early Republican Era has predominantly revolved around debates among intellectuals and societal elites. This study shifts the focus to the grassroots reconstruction of Confucianism undertaken by Wang Fengyi, a peasant theorist, practitioner, and educator who played a pivotal role in the “the Way of the Virtuous” (shanrendao) movement in Northeastern China during the late nineteenth and early twentieth centuries. Wang was a staunch advocator for the education and literacy of peasant women, who occupied the (...) lowest rungs of society. This chapter delves into his moral philosophy of education, which centers around the idea that women’s literacy is a moral issue. Furthermore, this chapter examines the convergence between Wang Fengyi’s gendered moral philosophy of education and the wartime educational ideology and mobilization efforts of the Japanese colonial administration in Manchukuo. This alignment was conducive – during the last years of Wang’s life – to the co-optation of his initiatives by the colonial administration, in their efforts to reach the impoverished underclass in Manchukuo. (shrink)

We present in this paper an axiomatization of Belnap and Perloff's stit theory (a logic of "seeing to it that") with a single agent. The idea of the proof is to apply the notion of companion sets--the same notion as used in another paper by the author that showed the decidability of stit theory with a single agent and Refref equivalence.

When large-scale common land is taken from villagers by investors with little compensation, their labour unneeded, villagers’ livelihoods tend to be largely destroyed. This implies a tendency to focus on what has been taken from villagers during the land-based change, which has valid and has far-reaching social relevance. But as the rise of the industrial tree plantation (ITP) sector in Guangxi shows, some villagers are capable of having their livelihoods maintained and even expanded when big investors come and acquire massive (...) amounts of land. This seems to be an anomaly at a first glance, considering what has been taken from villagers, but these unexpected and positive livelihood changes can be explained when one closely examines the dynamic of what is taken and what has been left to villagers. During this ITP boom, although large-scale collectively owned forestland is taken by investors and few work opportunities are created to incorporate those affected, villagers’ control over farmland plots and their access to off-farm work opportunities remain (including the land system and labour dynamics). This paper highlights the importance of analysing “taken-left” dynamics to more fully capture diverse livelihood changes. (shrink)

This research focuses on the influence of COVID-19 on entrepreneurs' psychological well-being in China. A start-up's performance is believed to play an important moderating role. This study uses 2 years of tracking data of 303 entrepreneurs from Shandong Providence, China. Based on conservation of resources theory, this study found that COVID-19 will significantly decrease entrepreneurs' PWB. A start-up's past performance will enhance the negative influence of COVID-19 on entrepreneurs' PWB. This study contributes to the literature on entrepreneurship, COR, and PWB. (...) The findings can also guide entrepreneurs to maintain well-being during the pandemic and post-pandemic era. (shrink)

Introduction : towards philosophy of scientific practice -- The origin of the concept of practice -- Scientific practice: significance, types and scopes -- The nature of scientific practice -- The nature of knowledge : the local knowledge -- Knowledge and power -- The contextual normativity of scientific practice -- Philosophy of scientific practice and naturalism (I) -- Philosophy of scientific practices and naturalism (II) -- Philosophy of scientific practice and relativism -- Partner of philosophy of scientific practice : philosophy of (...) scientific experimentation -- New empiricism : close relative of philosophy of scientific practice -- The starting point of scientific research: opportunity, question, or observation? -- New solution for the old problem : the relationship among observation, experiment and theory -- New studies on replicability of scientific experiment -- Local knowledge (I) : traditional chinese medicine (TCM) -- Local knowledge (II) : chinese theory of fengshui -- Local knowledge (III) : ethnobotany -- Conclusion : scientific practice in ongoing and unlimited process. (shrink)

This study focuses on a traditional business ethics question and aims to use advanced techniques to improve the performance of corporate fraud prediction. Based on the GONE framework, we adopt the machine learning model to predict the occurrence of corporate fraud in China. We first identify a comprehensive set of fraud-related variables and organize them into each category (i.e., Greed, Opportunity, Need, and Exposure) of the GONE framework. Among the six machine learning models tested, the Random Forest (RF) model outperforms (...) the other five models in corporate fraud prediction. Based on the RF model, we show that Exposure variables play a more important role in predicting corporate fraud than other input variables. These results highlight the importance of Exposure variables in corporate fraud prediction and promote the practical use of the machine learning model in solving business ethics questions. (shrink)

Artificial intelligence (AI) technology has brought new opportunities and challenges to the judicial field, which dramatically improves judicial efficiency and may even change the judiciary's way. The concept of judicial justice in the information age has a natural affinity with artificial intelligence. As artificial intelligence continues to make breakthroughs in judicial data sorting and deep learning knowledge, judicial artificial intelligence has gradually become a reality. Artificial intelligence can conduct legal argumentation, interpret calculation results, human–computer collaboration, and judicial judgment. At the (...) same time, the development of artificial intelligence technology also has potential risks, such as algorithm black boxes, algorithm discrimination, etc., to help judges achieve judicial justice, the value of judicial justice should be pursued to the limit of its judicial application. Therefore, artificial intelligence justice should be constrained by social relations, legal rationality, and code operation. (shrink)

This paper proves the finite model property and the finite axiomatizability of a class of normal modal logics extending K4.3. The frames for these logics are those for K4.3, in each of which every point has a bounded number of irreflexive successors if it is after an infinite ascending chain of (not necessarily distinct) points.

With modern technological advances, distance education has become an increasingly important education delivery medium for, for example, the higher education provided by open universities. Among predictive factors of successful learning in distance education, the effects of non-cognitive skills are less explored. Grit, the dispositional tendency to sustain trait-level passion and long-term goals, has raised much research interest and gained importance for predicting academic achievement. The Grit Questionnaire, measuring Perseverance of Effort and Consistency of Interests, has been shown to be a (...) reliable instrument in traditional university student populations. However, the measurement and predictive validity of this questionnaire is still unknown for adult distance education university students who differ from traditional students in various ways. Based on a sample of 2,027 students from a distance education university, this study assessed the psychometric properties of the two-factor structure grit measured by the Grit Questionnaire. The findings suggest that the short form of the Grit Questionnaire is a potentially useful assessment tool for measuring the grit construct for distance learning higher education and that the Consistency of Interests factor is especially relevant to consider the improvement of learning performance for distance education in terms of courses credit and exam attempts. The measurement precision of the Perseverance of Effort factor, however, should be improved in future research to provide higher measurement accuracy and broader item coverage. (shrink)

The application of AI in healthcare has dramatically changed the practice of medicine. In particular, AI has been implemented in a variety of roles that previously required human physicians. Due to AI's ability to outperform humans in these roles, the concern has been raised that AI will completely replace human physicians in the future. In this paper, it is argued that human physician's ability to embellish the truth is necessary to prevent injury or grief to patients, or to protect patients’ (...) feelings. Such embellishments are usually defined as “white lies,” which not only include intentionally providing false, incomplete, or misleading information to patients, but also withholding information. White lies are not uncommon in medical practice, especially in some particular cultures, such as Asia; and to some particular patients, such as children. Here, white lies are defended based on the position of weak paternalism. And although medical AI may surpass human physicians in diagnostic accuracy, efficiency, and treatment, they cannot intentionally lie to patients, which is necessary to prevent injury or grief or to protect patients’ feelings in some cases. From this perspective, it is further argued that AI cannot completely replace human physicians. (shrink)

A number of existing researches agree that digitalization would facility firms to launch ambidextrous innovations. Digitalization is not only about technological change, but more importantly, the reshaping of the firms’ knowledge structure and routines to percept and integrate knowledge. Thus, some researchers suggest that whether firms could benefit from digitalization varies across firms and industries, since innovation in different firms and industries relies on differentiated level of cognitive and reasoning of knowledge. However, existing studies mainly focus on exploring the firm-level (...) differences, and leave the industry-level difference underdeveloped. In response, this study integrates knowledge-based view to examine how a firm’s digitalization affects ambidextrous innovation, and further explore the conjoint effect of industrial knowledge bases—the knowledge base of the industry the firm is located in—on the relationship between firm digitalization level and ambidextrous innovation. This study uses Python to conduct text mining of firms’ annual reports, and obtains data of 394 listed companies from the year 2014 to 2020. The empirical results show that digitalization level has positive effect on both exploratory innovation and exploitative innovation, and the effect on exploitative innovation is stronger than on exploratory innovation. Moreover, the moderating effect of industrial knowledge base is significant on “digitalization–exploratory innovation” but not on “digitalization–exploitative innovation” relationship. By doing so, this study refines the research on the relationship between digitalization and firm innovation, and confirms that the usage of digitalization may lead to achieve an ambidextrous situation. This study also provides a theoretical basis for industrial differences of the effectiveness of digitalization, suggesting firms considering industrial characteristics to implement digitalization-assisted innovation practices. (shrink)

The policy of government procurement of elderly care services has the vulnerability characteristics that all complex systems have. To maintain the policy’s robustness, this paper studies the vulnerability of government procurement of elderly care services from the perspective of complex network. Case analysis and sample statistics are used to obtain the vulnerability influencing factors of the policy. Then, complex network diagram of vulnerability influencing factors is constructed through Pajek software. The compatibility coefficient is used to investigate the network’s overall vulnerability (...) from a macro perspective. From a micro perspective, a vulnerability index of the complex network is applied to measure each node’s vulnerability value, and the vulnerability priority of the nodes is established. Results show that government purchasing power and supervisory bodies’ diversity are at the first priority. The remaining vulnerability influencing factors are at the second and the third priority. (shrink)

“Ren xing shan”, or “Human nature is good”, is a famous thesis of Mencius. But it is questionable whether the Mencian concept of “ren xing” is an exact equivalent of the western concept of “human nature”, and whether Mencius really thinks that all human beings are naturally moral. This paper suggests that when talking about “ren xing”, Mencius actually refers to both human being and human becoming. “Ren xing” may have a root in the nature of human being, which is (...) a “mandate” endowed by “Heaven”. But the complete notion of “ren xing” should be construed in terms of the process towards full human becoming. “Human Nature is good” does not guarantee complete virtue for individual human beings. However, the human being has the capability of pursuing the moral direction along life’s path, and should take the responsibility of maintaining the right moral direction of human becoming, and thus should avoid veering from this moral path. This interpretation may provide a more consistent understanding of the metaphysical foundation, theoretic system, and self-cultivation practice of Mencian ethics. (shrink)

To solve a series of pension problems caused by aging, based on the emotional recognition of the Internet of Things, the control method and system research of smart homes are proposed. This article makes a detailed analysis and research on the necessity, feasibility, and how to realize speech emotion recognition technology in smart families, introduces the definition and classification of emotion, and puts forward five main emotions to be recognized in speech emotion recognition based on smart family environment. Then, based (...) on this, it analyses the acquisition methods of emotional speech data. On this premise, this article discusses and analyses the related problems of voice data acquisition in smart homes, such as the voice characteristics and acquisition methods, puts forward three rules for voice text design, and determines the relatively suitable hybrid recording acquisition method applied in a smart home environment. At the same time, the design and establishment process of intelligent family emotional speech database is described in detail. The related problems of feature extraction in speech emotion recognition are studied. Starting from the definition of feature extraction, this article expounds on the necessity of feature extraction in the process of recognition and analyses the characteristics of the speech signals. For the specific environment of the smart family, the speech signal required to be processed needs to be close to the auditory characteristics of the human ears, and the speech signal contains enough information. Finally, the Mel frequency cepstrum coefficient is selected as the feature parameter applied in this article, and the extraction process of MFCC is introduced in detail. (shrink)

The article attempts to re-think active citizenship both from the point of view of social practice and scientific perspective and from the standpoint of modern social philosophy. It is shown that globalization is one of the most used terms of modern socio-humanitarian discourse but simultaneously one of the most difficult to define. Any research related to the global is also related to the national because the reception of global influences is different in different cultures. From the perspective of 2022, the (...) research shows a globalization crisis in the classical sense of the word. It is about the crisis of real and nominal political power, which are often incompatible with each other. In many countries, the desire for “strong statehood” is even stronger. It has been proven that the impact of globalization on society is actively mediated by civil society. In a philosophical sense, a developed civil society as a completed form of morally determined life is almost an ideal product of the history of civilization. The first trend of active citizenship transformation is economic liberalization. The second feature that determines changes in active citizenship is political pluralism. Active citizens control the basis of the activity of the modern state. In these conditions, the control function of the institution of citizenship becomes extremely important for the stable existence of political regimes and for achieving political stability. Another trend in the transformation of active citizenship is the growing role of the state in global processes. It was possible to distinguish two levels of transformation of active citizenship in the era of globalization. The first is interiorization, and the second is exteriorization. It has been proven that active citizenship is not only a social connection of people but also a way of existence characteristic of any civilized human community. (shrink)

Adult children’s particular obligations to their parents are filial obligations. The gratitude of filial obligations that treats one’s filial obligations as duties of gratitude to one’s parents is a mainstream view. However, in terms of the requirements of such obligations, the gratitude account fails to provide practical guidance. The general requirement seems that children should benefit their parents as the beneficiary should benefit the benefactor. The question is what kinds of benefits adult children should provide to their parents? In some (...) cases, adult children feel obligated to provide particular benefits to their parents like paying their medical bills or spending time with them. While in some other cases, it seems that they can use their own discretion to decide how to satisfy the filial obligations so long as what they do benefits their parents. In this article, I am trying to argue that although the general requirement of the filial obligations is to benefit the parents, there are two kinds of benefits that adult children are strongly obligated to provide. These are special goods that parents can only get from their children and things that meet their parents’ basic needs. In addition, although adult children have filial obligations to benefit their parents, there should be some limitations on the requirements of filial obligation. Namely, adult children do not have a filial obligation to meet their parents’ desires that could only be satisfied at the cost of adult children’s liberty related to significant aspects of their lives, or to meet their parents’ desires that could only be satisfied at the cost of infringing their capacity to fulfil other important duties. (shrink)

This study develops a short Creative Expression Interest Scale among Chinese freshmen based on the perspective of item response theory. Nine hundred fifty-nine valid Chinese freshmen participated in the Creative Expression Interest survey. Researchers applied the initial data for unidimensionality, item fit, discrimination parameter, and differential item functioning to obtain a short CEIS. The results show that the Short CEIS meets the psychometric requirements of the IRT. Pearson correlation coefficient of theta between the short and long CEIS is 0.922. The (...) marginal reliability of the short CEIS is 0.799. These indicate that the short CEIS developed in this study among Chinese freshmen, meets the psychometric requirements. Although the Short CEIS can eliminate redundant, uninformative items, save time, and improve the quality of data collection. However, the validity of this short scale needs further validation. (shrink)

NIMBY projects are easily stigmatized due to their environmental risk. Stigmatization enlarges residents’ risk perception, urges residents to spread information, and takes actions to resist project implementation, causing environmental mass emergency. Taking paraxylene project as an example, information dissemination model of NIMBY project under stigmatization based on SEIR model in small world network was established, and the information dissemination process and characteristics of NIMBY project under stigmatization were simulated and analysed. The results show that the public risk perception deviation caused (...) by stigmatization promotes residents to disseminate information; stigmatization has a greater impact on the information dissemination of NIMBY project with low environmental risk; stigmatization accelerates the speed of information dissemination and increases the number of residents participating in information dissemination in different dissemination environment. The contribution of this paper is that SEIR model in small world network is used to verify the role of stigmatization in promoting information dissemination of NIMBY project by comparing the information dissemination before and after stigmatization. (shrink)

The study examined the development of Chinese as a second language learners’ formulaic knowledge through comparing the processing of Chinese idioms versus non-idiomatic formulaic sequences (FSs) by advanced-level learners (ALs), super-advanced learners (SLs), and native speakers (NSs). Using two phrase acceptability judgment tasks with and without think-aloud protocols, we collected data on participants’ processing accuracy, processing speed, and processing strategies of reading the two types of FSs. Four processing patterns emerged from the analyses of the datasets. First, learners’ processing accuracy (...) and speed increased along with their proficiency. Second, learners’ idiom processing ability was generally lower than that of non-idiom processing ability, but they demonstrated an improving trend as their proficiency level increased. Third, learners’ use of processing strategies did not change much as proficiency rose and demonstrated a categorical difference from NSs. Fourth, all three groups exhibited poorer productive idiom knowledge than productive non-idiom knowledge. The overall findings denote that second language learners’ formulaic knowledge can evolve beyond the lexical plateau as learners move from the advanced to a higher proficiency level, but the productive idiom knowledge can be a long-term problem. The findings provide implications for measuring and teaching Chinese formulaic knowledge at the higher-than-advanced stage. (shrink)

This study proposes a novel fractional-order sliding-mode control strategy with robust switching gain to achieve reliable and high quality of wind-powered microgrid systems. Three fractional-order sliding mode controllers are designed to generate continuous control signals and regulate the outer DC-link voltage loop and inner current loop in the grid-side inverters. High robustness and stability of the grid-side inverter can be guaranteed even in the presence of parameter variations and external disturbances. Owing to the fractional-order sliding manifold and fractional-order integral control (...) law, the chattering is attenuated. The fractional-order robust adaptive switching gain is designed to avoid overestimating the upper bound of matched/unmatched uncertainties, save the control energy, and guarantee the rapidity and robustness of the convergence. Simulations validate the proposed method. (shrink)

PurposeCollege students in the pandemic area are experiencing the problems caused by COVID-19 by themselves or people around them, how to cope with the sudden changes and adjust the psychological stress response, and get experience and grow in the fight against the pandemic is a question worth in-depth discussion. The researchers constructed a mediated regulation model to examine the effects of intrusive rumination on the creativity of college students during the COVID-19 pandemic, as well as the mediating effect of post-traumatic (...) growth and the moderating role of psychological resilience.MethodsA sample of 475 university students from Guangdong Province, China, were surveyed with the Runco Ideational Behavior Scale, the Event Related Rumination Inventory, the Posttraumatic Growth Inventory, and the Psychological Resilience Scale. SPSS and PROCESS were used for correlation analysis, mediation analysis, and mediated moderation analysis.Results Intrusive rumination was positively correlated with post-traumatic growth and creativity but negatively correlated with psychological resilience. Psychological resilience was positively correlated with post-traumatic growth and creativity. Post-traumatic growth and creativity were positively correlated. Post-traumatic growth played a mediating role in the relationship between intrusive rumination and creativity. Psychological resilience moderated the first half of the pathway “intrusive rumination → post-traumatic growth → creativity.”ConclusionIntrusive rumination affected creativity directly and also indirectly through post-traumatic growth. At the same time, psychological resilience played a moderating role between intrusive rumination and creativity. The correlation between intrusive rumination and post-traumatic growth was stronger when levels of psychological resilience levels were higher. (shrink)

Conceptual metaphor is characterized by two important features—systematicity and complexity. This article is primarily concerned with IDEA metaphors in Chinese and attempts to explore how systematicity and complexity have structured the IDEA metaphorical hierarchical system. Four principal IDEA metaphors are investigated, namely, “IDEAS ARE PEOPLE”, “IDEAS ARE PLANTS”, “IDEAS ARE OBJECTS”, and “IDEAS ARE FOOD”. It is found that the relationship between metaphors and human thought is systematic as well as complex and that systematicity and complexity of IDEA metaphors intertwine (...) with each other. (shrink)

Students’ performance is an important factor for the evaluation of teaching quality in colleges. The aim of this study is to propose a novel intelligent approach to predict students’ performance using support vector regression optimized by an improved duel algorithm. To the best of our knowledge, few research studies have been developed to predict students’ performance based on student behavior, and the novelty of this study is to develop a new hybrid intelligent approach in this field. According to the obtained (...) results, the IDA-SVR model clearly outperformed the other models by achieving less mean square error. In other words, IDA-SVR with an MSE of 0.0089 has higher performance than DT with an MSE of 0.0326, SVR with an MSE of 0.0251, ANN with an MSE of 0.0241, and PSO-SVR with an MSE of 0.0117. To investigate the efficacy of IDA, other parameter optimization methods, that is, the direct determination method, grid search method, GA, FA, and PSO, are used for a comparative study. The results show that the IDA algorithm can effectively avoid the local optima and the blindness search and can definitely improve the speed of convergence to the optimal solution. (shrink)

With the increasingly serious employment situation in China, the government and schools encourage college students to start businesses to alleviate employment pressure. College student's successful entrepreneurship depends on national preferential policies, social support, and, most importantly, their healthy and solid psychological quality and entrepreneurial psychological quality. The purpose is to understand the entrepreneurial psychology of college students and study the entrepreneurial psychological effect. Firstly, the four aspects of entrepreneurial psychology are summarized, including entrepreneurial awareness, entrepreneurial volition, entrepreneurial ability, and entrepreneurial (...) personality. Secondly, the research status of college students' entrepreneurial psychology is reviewed, and the existing problems are pointed out. Thirdly, the combined model of wavelet transform and Neural Network is proposed, and the feasibility of the proposed model is evaluated through the analysis of college students' entrepreneurial psychology. The wavelet NN is used in experimental design to predict college students' entrepreneurial psychology, and the predicted results are compared with the actual value. From the perspective of the prediction results of entrepreneurial psychology, the combination of wavelet algorithm and neural network is more accurate for entrepreneurial psychology prediction and evaluation results of law students. Overall, the difference between the predicted value and the actual value is within 0.3 points, which is relatively stable. According to the analysis of single-factor results, the scores of students of different majors in the four dimensions of entrepreneurial psychology are all higher than 3.5, but there is no significant difference among the four dimensions, indicating that the major has no significant impact on entrepreneurial psychology; law students with different educational backgrounds have significant differences in entrepreneurial psychology, among which students with a master's degree have the strongest entrepreneurial will, while doctoral students have the lowest entrepreneurial will; in terms of entrepreneurial psychological capital, men's self-efficacy is higher than women's, and the difference is significant. The difference between males and females in the scores of entrepreneurial psychological factors' four aspects is not very obvious. In terms of entrepreneurial psychological capital, males' self-efficacy is significantly higher than females'. Artificial Intelligence technology has great application prospects in the prediction and evaluation of college students' entrepreneurial psychology, and college students' entrepreneurial psychology is highly correlated with gender and education. (shrink)