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)

Business Ethics: A European Review, EarlyView.

Medical argumentation in non-Western societies has attracted little attention. In line with the pragma-dialectical approach to the study of argumentation, this article identifies a prototypical argumentative pattern in Chinese medical consultations. In addition to institutional preconditions, whose relevance to the argumentative pattern has been well cited, a factor that may be equally important has remained unnoticed: the preference for certain drugs, treatments or therapeutic measurements on the basis of folk interpretations of medical phenomena in individual ethnic groups. These preferences may (...) be seen as cultural preferences in the medical domain. In this paper, a prototypical argumentative pattern of Chinese medical consultations is provided. Two levels of the pattern are distinguished and discussed: a basic argumentative pattern as presented in the pragmatic-dialectical approach and its extensions due to cultural preferences as well as institutional constraints. Illustrated by an exemplary analysis on the basis of empirical data collected from Chinese consulting rooms, the impact of cultural preferences on physicians’ strategic maneuvering in argumentation is identified and recognized. It is argued that the existence and impact of cultural preferences require attention in medical argumentation. (shrink)

Writings on Hindu cosmology and science.

The present study investigates Taiwanese graduate students’ general understanding and misunderstanding of Responsible Conduct of Research. A total of 580 graduate students responded to the self-developed Responsible Conduct of Research Reasoning Test. The results reveal that, first, students did not have sufficient knowledge to reason why a particular instance of research conduct was doable or not. Second, the statistical results show that female students, students majoring in the humanities or the social sciences, doctoral-level students, and students with RCR-related training outperformed (...) others. In addition, the misbehaviors that students judged relatively uncritically comprise the following nine categories: seeing authorship as a property or power, misinterpreting research coauthors’ responsibilities, inaccurately conducting the informed-consent process, fabricating and falsifying research data, misinterpreting the correct citation of research sources, holding vague concepts of self-plagiarism, misinterpreting the Taiwan Copyright Act, accepting duplicate-publication practices, and accepting piecemeal publication practices. The present study discusses participative students’ major misunderstandings of actual RCR-related practices. The study also presents further implications and suggestions based on the findings. (shrink)

China’s historical mixed-ownership reform (the Reform) has prioritized enhancing the efficiency and financial performance of its large state-owned enterprises (SOEs) through introduction of partial private-sector equity ownership. However, the presence of a significant gap between China’s private enterprises’ corporate social responsibility (CSR) practices and those of its SOEs suggests potential for Reform-related ownership changes to negatively impact economy-wide CSR performance. We therefore examine the Reform’s impact on private acquirer firms’ CSR practices. We use a proprietary data set of firms listed (...) on the Shanghai and Shenzhen Stock Exchanges, covering the 2011–2015 period. Our findings identify that private firms can enhance their economic and political status through acquiring equity in state-controlled or SOEs and, following this, improve their CSR practices. Our findings have policy implications in the context of the world’s largest emerging market and, more generally, for SOE ownership reform in emerging and transition economies. (shrink)

Whereas past research on the trickle-down diffusion of abusive supervision has demonstrated that abused supervisors often translate the abuse that they experience from their managers downward to their followers, we examine the active involvement of abused supervisors through leading in a more principled and positive manner. Adopting the sociofunctional perspective on emotions, we propose that supervisors who feel contempt for their abusers and are morally attentive will be motivated to morally differentiate themselves from perpetrators by treating their subordinates with greater, (...) rather than less, interpersonal justice. Four studies, including two survey-based studies and two scenario-based experiments, based on data collected in China and the United Kingdom show consistent evidence supporting the overall moderated mediation model. Theoretical and practical implications are discussed. (shrink)

This book is a collection of English articles by Pan Guangdan, one of China's most distinguished sociologists and eugenicists and also a renowned expert in education. Pan is a prolific scholar, whose collected works number some fourteen volumes. Pan's daughters Pan Naigu, Pan Naimu and Pan Naihe-all scholars of anthropology and sociology-began editing their father's published works and surviving manuscripts around 1978. The collected articles, written between 1923 and 1945, are representative of Pan's insights on sociobiology, ethnology and eugenics, covering (...) topics such as Christianity, opium, domestic war and China-Japan relations. The title of the book is taken from the fascinating two-part article "Socio-biological Implications in Confucianism", which essentially reworks Confucius as a kind of "forefather" of socio-biological and eugenic thinking, showing Pan's promotion of "traditional" values. These articles, mostly published in Chinese Students' Monthly and The China Critic, offer an excellent point of entry into Pan's ideas on population and eugenics, his polemics on family and marriage, and his intellectual positioning and self-fashioning. This collection is of great reference value, allowing readers to gain an overall and in-depth understanding of the development of Pan's academic thought, and to explore the spiritual world of the scholars brought together by The China Critic who were dedicated to rebuilding the Chinese culture and bridging the West and the East. (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)

InDialectic of Enlightenment Max Horkheimer and Theodor Adorno argue that reason, which claims to lead to truth, is always instrumental reason—a form of domination based on violence. Enlightenment, which aspired to emancipate society from the violence of myth, ends by reenacting this violence and turning back into myth.2 Jürgen Habermas attacks this argument for falling prey to an unbridled scepticism that fails to appreciate the achievements of modernity.3 For him, Horkheimer's and Adorno's radical critique of reason is analogous to Nietzsche's (...) critique of science and morals in On the Genealogy of Morality to the extent that a claim to truth…. (shrink)

Comparative study of Buddhist philosophy and Hindu philosophy; with reference to India and Sri Lanka.

本書匯聚七篇論文, 是中國儒學與當代世界環境和空間思想的會通而作的經典詮釋.當代全球重要議題之一是環境破壞和空間異化.晚至上個世紀中葉, 人類始逐漸察覺因受現代化巨輪之傾軋, 做為人類和萬物之家的地球, 其環境已甚污染破毀;其空間已嚴重與人心和自然疏離.各大宗教和學派臨此危機遂剋就環境與空間之體用問題而有所闡述其古典思想並且據之會通當代而提出其實踐方策.中國最主要大教之儒家經典, 多有往聖先賢對其生活世界之環境與空間的實踐倫理和思想, 其內容亦多有對治當前環境和空間問題之藥方和資糧.本書七篇論文探討儒家經典和大師的環境空間思想及其實踐, 上自孔孟始, 中經宋明清儒學, 下迄於當代新儒家.

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)

Driven by the theory of sustainable development, Chinese firms have gradually realized the importance of ESG disclosure. Executives play a core role in ESG decision-making, but whether and how top management team (TMT) faultlines affect ESG disclosure has yet to be systematically discussed. Based on the attention-based view and faultline theory, we select 6456 observations of 910 Chinese A-share listed firms from 2012 to 2021 as the research object to empirically test the above critical practical issues that have not been (...) fully answered. We find that TMT information-based faultlines improve firms' ESG disclosure, but TMT social category faultlines reduce firms' ESG disclosure. In addition, the internal mechanism test showed that the TMT's future-oriented attention plays a mediating role in the above relationship. Finally, we also find that institutional shareholding enhances the positive impact of the TMT's future-oriented attention on ESG disclosure. This study enriches the literature on TMT faultlines and ESG disclosure, demonstrating that the composition of the TMT and its attention allocation are important factors for promoting firms' ESG disclosure. The conclusions of this study can help firms strengthen their ESG disclosure by building efficient TMTs and provide important implications for firms to better fulfill their ESG responsibilities. (shrink)

Philosophical interpretation of selected texts from Vedas, Hindu canonical texts.

Driven by the cognitive-neoassociationistic model of aggression, this study examines how supervisors’ negative affect at work influences their interaction with subordinates, which further affects subordinate outcomes. Drawing upon research on power/resource interdependence and victim precipitation theory, we also test whether the positive relationship between supervisors’ negative affect and abusive supervision is moderated by leader–member exchange. Using one hundred and eighty supervisor–subordinate dyads from five hotels, we found that, supervisors’ negative affect at work was positively related to abusive supervision, LMX buffered (...) the positive association between supervisors’ negative affect and abusive supervision, and the indirect effects of supervisors’ negative affect on subordinate outcomes via abusive supervision was buffered by LMX, such that the indirect effects were only found in dyads with lower LMX, but not in dyads with higher LMX. Theoretical contributions and practical implications for managers and organizations were also discussed. (shrink)