In the age of big data, machine learning models are globally used to execute default risk prediction. Imbalanced datasets and redundant features are two main problems that can reduce the performance of machine learning models. To address these issues, this study conducts an analysis from the viewpoint of different balance ratios as well as the selection order of feature selection. Accordingly, we first use data rebalancing and feature selection to obtain 32 derived datasets with varying ratios of balance and feature (...) combinations for each dataset. Second, we propose a comprehensive metric model based on multimachine learning algorithms to select the best-derived dataset with the optimal balance ratio and feature combination. Finally, the convolutional neural network is trained on the selected derived dataset to evaluate the performance of our approach in terms of type-II error, accuracy, G-mean, and AUC. There are two contributions in this study. First, the optimal balance ratio is found through the classification accuracy, which changes the deficiency of the existing research that samples are imbalanced or the balance ratio is 1 : 1 and ensures the accuracy of the classification model. Second, a comprehensive metric model based on the machine learning algorithm is proposed, which can simultaneously find the best balance ratio and the optimal feature selection. The experimental results show that our method can noticeably improve the performance of CNN, and CNN outperforms the other four commonly used machine learning models in the task of default risk prediction on four benchmark datasets. (shrink)

The article is intended to show that bertolt brecht absorbed foreign materials, In this case chinese philosophy, And transformed them into new intellectual experiences and visions which were strictly his own. The author examines the thought of five chinese philosophers, Confucius, Lao-Tzu, Mencius and chuang-Tzu and mo-Tzu, With whom brecht became familiar. Since chinese philosophers are essentially social philosophers, Brecht read them in order to find guidance in his search for a political and social theory which was to become the (...) basis of his literary work. The study of chinese philosophy led brecht to modify his marxism in a way which amounts to a reinvention of it. (shrink)

Second/foreign language teaching has been found as one of the most emotional professions worldwide. To generate optimal academic outcomes and run an effective education, teachers and students’ emotions and feelings must be positively cared for. Given the significance of emotions in L2 education, many studies have followed positive psychology and examined various positive constructs. Nevertheless, love, as a PP variable, has been ignored in education due to its cultural/religious sensitivities. Trying to dispel the myths, recently, a new trend called a (...) “loving pedagogy” has started to find itself a place in second language acquisition research and practice. Yet, proposing a model of its application and an agenda for its research has been overlooked by scholars in this domain. Motivated by this lacuna, this research article provided the conceptualization, definitions, research bases, practical models, and implications of a loving pedagogy for SLA practitioners and future researchers. (shrink)

Since the SARS crisis in 2003, institutionalized emergency management systems have been established in each government level for improving inter-organizational collaboration in China. Major accidents require participation of public organizations affiliated with multiple government levels, and the lack of collaboration and coordination among the involved organizations within the critical time constraints during the response process is an existing problem. In this research, a case study of examining the intergovernmental and cross-sectoral collaboration for responding to a well-known oil pipeline explosion accident (...) in China by a complex network method is conducted. The aim is to obtain managerial insights in improving the existing emergency management system in a centralized political-administrative context, such as China. A mixed method of data collection is applied to identify the participating organizations and to determine the interaction spanning organizational boundaries in both hierarchical and horizontal dimensions. An emergency response network is built and visualized for representing intergovernmental and interorganizational collaboration during the response process of the major accident by social network analysis tools. The SNA indicators are used to measure quantitatively the network structure at the levels of the whole network, subnetwork, and node. The obstacles of achieving intergovernmental collaboration are found, and managerial suggestions for improving the existing emergency management system are provided. This research indicates that the Chinese government should pay attention to establishing and sustaining partnerships with private and nonprofit organizations and conduct a blend of hierarchical, market, and network principles in fostering collaboration for addressing major accidents. The public organizations in the local government level are shown to be more active than other participators in coordinating their response operations, and their capability should be emphasized for improvement. Additionally, the interactive relationships among specific emergency function groups and between the affected communities and organizations performing emergency command and coordination function should be strengthened. (shrink)

Commentary on the Brahmasūtra of Bādarāyaṇa, aphoristic basic text of Vedānta philosophy, from Shakta point of view.

This study conducted a cross-sectional investigation of facial appearance dissatisfaction between patients before undergoing orthognathic surgery and a non-surgical sample to evaluate the potential influencing factors of facial appearance dissatisfaction. A sample of 354 participants completed a set of questionnaires concerning facial appearance dissatisfaction, interpersonal pressure, media pressure, and fear of negative appearance evaluation (112 patients, 242 controls). The patients reported higher facial appearance dissatisfaction, more media pressure, more interpersonal pressure, and a greater fear of negative appearance evaluation among others (...) than the control group. Moreover, regression analyses identified interpersonal pressure and fear of negative appearance evaluation as the main influencing factors on facial appearance dissatisfaction whether in the orthognathic patients or in the control groups. The associations between the perceptions of interpersonal pressure, fear of negative appearance evaluation, and facial appearance dissatisfaction support the possible utility of strengthening social experiences and psychological intervention in preventing and treating these appearance-concerns, especially for the orthognathic patients. (shrink)

In this article, we examine the empirical association between firm value and CSR engagement for firms in sinful industries, such as tobacco, gambling, and alcohol, as well as industries involved with emerging environmental, social, or ethical issues, i.e., weapon, oil, cement, and biotech. We develop and test three hypotheses, the window-dressing hypothesis, the value-enhancement hypothesis, and the value-irrelevance hypothesis. Using an extesive US sample from 1995 to 2009, we find that CSR engagement of firms in controversial industries positively affects firm (...) value after controlling for various firm characteristics. To address the potential endogeneity problem, we further estimate a system of equations and change regression and continue to find a positive relation between CSR engagement and firm value. Our findings support the value-enhancement hypothesis and are consistent with the premise that the top management of US firms in controversial industries, in general, considers social responsibility important even though their products are harmful to human being, society, or environment. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Mahāyāna Interpretation of Christianity:A Case Study of Zhang Chunyi (1871–1955)Lai Pan-chiu and So Yuen-taiMahāyāna Buddhism is one of the most popular religions in East Asia. It reflects the characteristics of the culture of East Asia and has had a tremendous impact on the culture(s) of the region. When Christianity was introduced into East Asia, it did not enter a religious vacuum. Because the people of East Asia have their (...) own culture, including their worldviews, values, and preunderstandings of religion, it is expected that they may interpret the Christian religion in a way significantly different from the Western interpretation of Christianity. One of these possible ways of reinterpreting Christianity is facilitated by the Mahāyāna Buddhist framework.This paper consists of an analysis of the Mahāyāna interpretation of Christianity made by Zhang Chunyi (1871–1955).1 Zhang was a rather well-known Sinologist who published several commentaries on Chinese classics, including Mozi, Laozi, and Zhuangzi. Though he had been well trained in Chinese classics, he was attracted to Christianity, with the hope that Christianity might contribute to the social reform of China. He even received baptism in an Anglican church in 1905. However, because of his in-depth study of Buddhism and his disappointment with the actual practices of the Christian churches at that time, he eventually converted to Buddhism during the 1920s. From that point, he formally promoted the slogan "Buddhicizing Christianity" (Fohua Jidujiao). His proposal for Buddhicizing Christianity includes a severe criticism of the "foreign" form of Christianity being "imported" to China mainly by the Western Protestant missionaries who, according to Zhang, preached a simplistic and even distorted "gospel" for they lacked the spiritual training (nei xue, lit., "inner learning") as well as the intellectual ability to understand sophisticated Chinese philosophy and genuine Christianity. Partially under his influence, some of his contemporary Chinese Christians were converted to Buddhism. In fact, he published at least eight books on interpreting and reforming Christian doctrines from the perspectives of Buddhism, Confucianism, and so on.2 He was probably the most prolific writer on the subject of his generation and one of the pioneers [End Page 67] in what is now called Mahāyāna theology. This brief outline of his rather unusual religious journey might have indicated the importance of the study of his Buddhist interpretation of Christianity. However, owing to mainly sociopolitical turmoil as well as the religious atmosphere at that time and in the subsequent decades, his Buddhist interpretation of Christianity has not been formally studied for decades.In recent years, more and more studies of Buddhist-Christian dialogue take place in the Chinese context.3 It is important to study previous cases of Buddhist-Christian dialogue, Mahāyāna theology, and so on. Some of these cases, including Zhang's, have been studied.4 This paper aims to examine Zhang's thought critically and to show that although Zhang advocated a Mahāyāna interpretation of Christianity before and after his conversion to Buddhism, his interpretations before and after his conversion to Buddhism are significantly different. It is proposed that whereas his interpretation before his conversion aimed at the indigenization of Christianity and thus, the evangelization of the Chinese, his interpretation after conversion was made with a view to converting the Christians to Buddhism, even though both aimed at the reformulation, or even reform, of Christianity.Zhang's Proposal of "Buddhicizing christianity"Zhang was a scholar of classical Chinese literature, active during the Republican era. He was knowledgeable in Confucianism, Daoism, Buddhism, and Moism. His study of Moism remains highly regarded.5 Zhang became a Christian and worked for the Christian Literature Society for China (Guan xue hui) in Shanghai for some years. He published several books with a view to indigenizing Christian theology by interpreting it through Chinese philosophical and religious concepts. Zhang's attempt aimed at reinterpreting Christian doctrines within the Buddhist framework in order to make Christianity more acceptable to the Chinese. However, in the 1920s, he himself converted to Buddhism and began to promote his proposal of "Buddhicizing Christianity" (Fohua Jidujiao),6 aiming to convert Christians to Buddhism.Because Zhang had... (shrink)

Writings on Hindu cosmology and science.

In lieu of an abstract, here is a brief excerpt of the content:A Mahāyāna Reading of Chalcedon Christology:A Chinese Response to John KeenanPan-chiu LaiIntroductionThe Christological formula of Chalcedon, especially its use of the substantialist concepts such as ousia, hypostatsis, and so on, has long been a target of criticism in the history of Western Christian theology.1 Recently, Kwok Pui-lan, an Asian feminist theologian, has queried not only the language or way of thinking of traditional Western Christology, but also its anthropocentric (...) tendency. According to Kwok, "the majority of Asian people find it difficult to accept a savior in human form because of their cosmological sensibility."2 Kwok also thinks that the Chalcedonian expressions such as "fully God and fully man" or "two natures in one substance" are quite beyondthe understanding of the majority of the Asian people. The lengthy debate on the difference between homoousia and homoiousia is also irrelevant to the average Chinese, because there are no immediate Chinese equivalents to the terms such as "being" or "essence." According to Kwok, Buddhism, in contrast, characterizes the world as transient and impermanent without using the philosophical language such as "being" and "nonbeing."3 Kwok further notes that "The Buddhist tradition asserts that there is not one Buddha, but many Buddhas, and that everyone has the potential to attain Buddhahood. If we get away from the framework defined by a language of substance, we will not be fixated on a one-time incarnation."4 Kwok concludes that the anthropocentric perspective and the substantialist language of the Chalcedonian Creed represent a burden or obstacle that needs to be put aside. She even laments that "the church worldwide is still much under the yoke of the Chalcedonian captivity and Eurocentric theological formulations based on Western heritages."5 Kwok's comment seems to imply that the Buddhist way of thinking may offer a better alternative or a remedy to Chalcedonian Christology.In the contemporary Buddhist-Christian dialogue, John P. Keenan, when proposing a Mahāyāna theology, also offers a critique of Chalcedonian Christology.6 [End Page 209] Through a response to Keenan's discussion, this paper will examine these critiques and will attempt to reinterpret the Chalcedonian Christology from a Mahāyāna perspective.The Mahāyāna Theology of John KeenanIn proposing a Mahāyāna theology, Keenan assumes a Christian standpoint and tries to make use of Mahāyāna Buddhism for the service of Christianity. As Keenan himself frankly admits, his basic approach is to adopt "Mahāyāna Thought as Theologiae Ancilla, " which is the heading for the second part of his The Meaning of Christ. Keenan's strategy of arguing for a Mahāyāna theology is to identify the need of Christianity first, and then to argue in what way Mahāyāna Buddhism can help Christian theology to solve its own problems. According to Keenan's diagnosis, a fundamental problem of the Western Christian tradition is the detrimental separation of mysticism from doctrine. In his own words,It is argued here that, to date, the Christian West has been unable organically to relate its own mystic thinkers to its doctrinal, theoretical thinking. The reason for this inability was not simply, as Adolf von Harnack thought, the adoption and superimposition of Greek patterns of ontology upon the gospel. Rather it is an inability to differentiate that realm of Greek, logos-centered theory from the more primal realm of mystic awareness, an ability to understand the mind of faith in its polyvalent realms of meaning.7In the first part of the book (ch. 1-5), based on his review of the historical development of the Christian understanding of Christ, Keenan highlights the tremendous tension between the primal experience of "being in Christ" and the theoretical understanding of Christ.8 Keenan believes that the school of wisdom literature in the Old Testament has prepared the New Testament for an understanding of the meaning of Christ as God's wisdom. This wisdom comprises essentially God as Father (Abba) as well as the theology of the cross and resurrection. He further points out that early Christians, following the example of Jesus Christ, had direct experience of God as Father. Owing to the... (shrink)

Decades of empirical and theoretical research has produced an extensive literature on the ethical judgments construct. Given its importance to understanding people’s ethical choices, future research should explore the psychological processes that produce ethical judgments. In this paper, the authors discuss two steps needed to advance this effort. First, they note that the business ethics literature lacks a single, generally accepted definition of ethical judgments. After reviewing several extant definitions, the authors offer a definition of the construct and discuss its (...) advantages. Second, future ethical judgment research would benefit from greater integration between theories of ethical decision making and theories of social cognition. Drawing upon the Hunt–Vitell ( Journal of Macromarketing 6 (Spring), 5–15, 1986 ; In: N. C. Smith and J. A. Quelch (eds.), Ethics in Marketing . Irwin, Homewood, IL, pp. 775–784, 1992 ) model and the heuristic-systematic model (Chaiken, Journal of Personality and Social Psychology 39 (November), 752–766, 1980 ), the authors present a brief research agenda intended to stimulate research on the psychological processes behind ethical judgments. (shrink)

This study explores the relationship between capability reconfiguration and firm innovation performance by analyzing a sample of 375 manufacturing firms in China. The results suggest that the relationship between capability reconfiguration and innovation performance is affected by both the catch-up stage and the mode of capability reconfiguration. The catch-up stage of enterprises significantly impacts the moderating effects of innovation magnitude on the relationship between capability substitution and firm innovation performance, however, it has no obvious effects on the moderation of innovation (...) magnitude on the relationship between capability evolution and innovation performance. This study contributes to the theory of dynamic capability and catch-up by revealing how innovation magnitude affects capability reconfiguration and subsequent innovation performance in different catch-up stages. The implication of this study is to remind managers to take full account of the innovation magnitude and catch-up stage in their decision-making. (shrink)

We empirically examine the impact of corporate social responsibility (CSR) on CEO compensation using a large sample of the US firms from 1996 to 2010. We develop and test two hypotheses, the overinvestment hypothesis based on agency theory and the conflict–resolution hypothesis based on stakeholder theory. We find that the lag of CSR adversely affects both total compensation and cash compensation, after controlling for various firm and board characteristics. Our estimates show that an interquartile increase in CSR is followed by (...) a 4.35% (2.78%) decrease in total (cash) compensation. We also find an inverse association between lagged employee relations and CEO compensation. Our results are robust to the correction for endogeneity using instrumental variable approach. Taken together, our results support the conflict–resolution hypothesis, but not the CSR overinvestment argument. (shrink)

Compared to other forms of memory, episodic memory is commonly viewed as special for being distinctively metarepresentational and, relatedly, uniquely human. There is an inherent ambiguity in these conceptions, however, because “episodic memory” has two closely connected yet subtly distinct uses, one designating the recollective experience and the other designating the underlying neurocognitive system. Since experience and system sit at different levels of theorizing, their disentanglement is not only necessary but also fruitful for generating novel theoretical hypotheses. To show this, (...) I first argue that accepting the phenomenally conscious contents of episodic remembering as metarepresentational does not necessitate a metarepresentational conception of the episodic memory system. In its stead, I sketch an alternative account on which the metarepresentational character of episodic remembering is generated through the interaction of first-order outputs of the episodic memory system with other neurocognitive components of the brain. Complemented with a first-order account of the memory system, the system-experience distinction further supplies a novel understanding of the human uniqueness of episodic recollection, one that is compatible with there being an evolutionarily conserved episodic memory system. Overall, by distinguishing the two equivocal senses of “episodic memory” in our theorizing, we unearth an opportunity to understand how the distinctive phenomenology of our episodic recollection is related to and implemented in the cognitive architecture. (shrink)

ObjectiveCancer and its treatments affect patients’ fertility potential. This study examined the prevalence of reproductive concerns and their relationship with metacognitions among Chinese young adult female cancer survivors.MethodsA total of 318 YAFCS completed an online survey from March to December 2021. Participants reported sociodemographic characteristics, reproductive concerns and metacognitions. Reproductive concerns were measured using the Reproductive Concerns after Cancer scale, and metacognitions were measured by the Short Form of Metacognitions Questionnaire. We used Pearson correlation analysis to examine associations between metacognitions (...) and reproductive concerns across multiple domains and multivariable linear regression to determine the influencing factors of reproductive concerns.ResultsThe mean score of reproductive concern among YAFCS was 49.97 ± 12.52. A total of 57.9% of participants reported a high level of concern regarding at least one dimension of reproductive concerns, and they were most concerned about their child’s health and least concerned about partner disclosure of fertility status. We also found a moderate association between RCAC and MCQ-30 scores. In multivariate analyses, metacognitions, especially negative metacognitive beliefs had an impact on reproductive concerns among YAFCS.ConclusionHigher reproductive concerns were associated with higher metacognitions among YAFCS, especially with negative metacognitive beliefs. Oncology professionals should pay attention to assessing reproductive concerns in patients who want to have children or who have no children. Moreover, metacognitive beliefs may be an intervention target for alleviating reproductive concerns among YAFCS. (shrink)

Corporate social responsibility has generally been recognized as corporate pro-social behavior aimed at remediating social issues external to organizations, while political CSR has acknowledged the political nature of such activity beyond social aims. Despite the growth of this literature, there is still little attention given to gender as the starting point for a conversation on CSR, ethics, and the Global South. Deploying critical insights from feminist work in postcolonial traditions, I outline how MNCs replicate gendered neocolonialist discourses and perpetuate exploitative (...) material dependences between Global North/south through CSR activities. Specifically, I address issues of neocolonial relations, subaltern agency, and ethics in the context of gendered global division of labor through the exemplar of Rana Plaza and its aftermath. In all, I offer new directions for CSR scholarship by attending to the intersections of gender, ethics, and responsibility as they relate to corporate actions in the Global South. (shrink)

In this article, we consider a recent trend whereby private equity available from venture capital firms is being deployed toward mission-driven initiatives in the form of impact investing. Acting as hybrid organizations, these impact investors aim to achieve financial results while also targeting companies and funds to achieve social impact. However, potential mission drift in these VCs, which we define as a decoupling between the investments made and intended aims, might become detrimental to the simultaneous financial and social goals of (...) such firms. Based on a content analysis of mission statements, we assess mission drift and the hybridization level of VC impact investors by examining their missions and their investment practices through the criteria of social and financial logic. After examining eight impact-oriented VC investors and their investments in 164 companies, we find mission drift manifest as a disparity between the means and ends in half of the VC impact investors in our sample. We discuss these findings and make suggestions for further studies. (shrink)

This study extended the research on the relationship between youth elite athletes’ satisfaction and coaches’ paternalistic leadership by identifying athletes’ resilience as a moderator. A total of 221 youth elite football players aged 13–19 years old who are students of a Chinese professional football boarding school participated in a questionnaire survey. The study found no correlation between the three dimensions of coaches’ paternalistic leadership and the youth athletes’ satisfaction. The results also showed that the interaction of resilience and moral leadership (...) affects the youth elite athletes’ satisfaction, whereas resilience does not play a moderating role in the relationship between authoritative leadership or benevolent leadership and satisfaction. As the results of the study are different from those of other scholars, they may reveal the uniqueness of youth elite football players in boarding schools. This study further analyzed the possible reasons for this result and prospected the theoretical and practical implications of these findings. Based on the conclusion, the study recommended that youth elite football schools should pay attention to the results of scientific research in leadership styles and apply them to practice in the future. (shrink)

Extant literature has underlined the importance of newcomer proactive socialization to the organization. However, the effect of coworker ostracism on newcomers’ proactive behaviors has not been noticed. Drawing on the conservation of resources theory, we proposed a model exploring how coworker ostracism impacted newcomers’ proactive behaviors via the mediation of psychological availability. Through an empirical study with a sample of 263 newcomers and three waves of longitudinal data, we found that coworker ostracism had a negative effect on newcomers’ information seeking (...) and guanxi developing. In addition, emotional intelligence enhanced the negative effect of coworker ostracism on newcomers’ psychological availability and the indirect influence of coworker ostracism on newcomers’ proactive behaviors via psychological availability. Important theoretical and practical implications are discussed. (shrink)