Many researchers want to unify probability and logic by defining logical probability or probabilistic logic reasonably. This paper tries to unify statistics and logic so that we can use both statistical probability and logical probability at the same time. For this purpose, this paper proposes the P–T probability framework, which is assembled with Shannon’s statistical probability framework for communication, Kolmogorov’s probability axioms for logical probability, and Zadeh’s membership functions used as truth functions. Two kinds of probabilities are connected by an (...) extended Bayes’ theorem, with which we can convert a likelihood function and a truth function from one to another. Hence, we can train truth functions (in logic) by sampling distributions (in statistics). This probability framework was developed in the author’s long-term studies on semantic information, statistical learning, and color vision. This paper first proposes the P–T probability framework and explains different probabilities in it by its applications to semantic information theory. Then, this framework and the semantic information methods are applied to statistical learning, statistical mechanics, hypothesis evaluation (including falsification), confirmation, and Bayesian reasoning. Theoretical applications illustrate the reasonability and practicability of this framework. This framework is helpful for interpretable AI. To interpret neural networks, we need further study. (shrink)

As an imitation of the biological nervous systems, neural networks, which have been characterized as powerful learning tools, are employed in a wide range of applications, such as control of complex nonlinear systems, optimization, system identification, and patterns recognition. This article aims to bring a brief review of the state-of-the-art NNs for the complex nonlinear systems by summarizing recent progress of NNs in both theory and practical applications. Specifically, this survey also reviews a number of NN based robot control algorithms, (...) including NN based manipulator control, NN based human-robot interaction, and NN based cognitive control. (shrink)

AbstractWe show that social capital has a strong mitigating effect on financial adviser misconduct in the United States. Moreover, advisers who have committed misconduct are also more likely to relocate to counties with a relatively lower level of social capital than that of his previously residing county. These findings provide support for both the deterrence and displacement effects of social capital on financial adviser misconduct, and are robust to tests that address potential endogeneity concerns. Our results shed new light on (...) social capital as an informal governing and monitoring mechanism against individual unethical behavior. (shrink)

This study takes a holistic view of flow and anti-flow experiences as interactive subsystems in blended English as a foreign language learning and examines the dynamic complex construct in the field of instructed second language acquisition. We first rephrased the 22-item Classroom Flow Questionnaire to better reflect the context of blended EFL learning. The modified CFQ was then administered to 661 first language Chinese EFL learners. A final 14-item Foreign Language Flow Scale was developed based on results from a series (...) of reliability and validity tests. Both exploratory and confirmatory factor analysis results have demonstrated that foreign language learning flow is a three-dimensional construct involving Enjoyment, Boredom, and Anxiety, thus conceptualizing and validating flow as a continuum with both positive and negative ends. Moreover, participants reported that they experienced the lowest degree of enjoyment, while with respect to the negative flow, they almost experienced similar degree of boredom and anxiety. The present study contributes to the development of the conceptual framework for flow in ISLA as well as constructive pedagogical implications for L2 researchers and educators. Suggestions for future research are also provided. (shrink)

As an important view in the epistemology of perception, dogmatism proposes that for any experience, if it has a distinctive kind of phenomenal character, then it thereby provides us with immediate justification for beliefs about the external world. This paper rejects dogmatism by looking into the epistemology of imagining. In particular, this paper first appeals to some empirical studies on perceptual experiences and imaginings to show that it is possible for imaginings to have the distinctive phenomenal character dogmatists have in (...) mind. Then this paper argues that some of these imaginings fail to provide us with immediate justification for beliefs about the external world at least partly due to their inappropriate etiology. Such imaginings constitute counterexamples to dogmatism. (shrink)

According to phenomenal conservatism or dogmatism, perceptual experiences can give us immediate justification for beliefs about the external world in virtue of having a distinctive kind of phenomenal character—namely phenomenal force. I present three cases to show that phenomenal force is neither pervasive among nor exclusive to perceptual experiences. The plausibility of such cases calls out for explanation. I argue that contrary to a long-held assumption, phenomenal force is a separate, non-perceptual state generated by some metacognitive mechanisms that monitor one’s (...) first-order mental processes and states. This new account advances our understanding of the nature of phenomenal force. (shrink)

Does phenomenal force, the distinctive phenomenology attributed to perceptual experience, really form an integral part of the latter? If not, what implications does it have for perceptual justification? In this paper, I first argue for a metacognitive account, according to which phenomenal force constitutes a separate, metacognitive state. This account opens up a previously unexplored path for challenging phenomenal conservatism or dogmatism, which has been a prominent theory of perceptual justification over the past two decades. Moreover, I investigate several alternative (...) possibilities in which phenomenal force might still be deemed as significant, but ultimately demonstrate that its epistemic role remains marginal at best. (shrink)

Lun Xun's collected anti-Confucianist writings.

ABSTRACT Cognitive penetrability refers to the possibility that perceptual experiences are influenced by our beliefs, expectations, emotions, or other personal-level mental states. In this paper, I focus on the epistemological implication of cognitive penetration, and examine how, exactly, aetiologies matter to the justificatory power of perceptual experiences. I examine a prominent theory, according to which some cognitively penetrated perceptual experiences are like conclusions of bad inferences. Whereas one version of this theory is psychologically implausible, the other version has sceptical consequences. (...) In the second half of the paper, I suggest an alternative theory, drawing on recent empirical research on imagining-perception interaction and the epistemology of imagining. (shrink)

Recent studies have identified practical wisdom as a critical area for exploration in the domains of management and leadership. This paper delves into the cultivation and manifestation of practical wisdom in leadership, emphasizing the potential of narratives as an efficacious tool, as corroborated by academic literature. Employing practical wisdom theory and a refined analytical model, we examine the role of narratives as a key instrument for practically wise leaders. Through the provision of theoretical underpinnings and empirical evidence, our study seeks (...) to elucidate the tripartite interconnectedness of practical wisdom, narratives, and leadership. Subsequently, a conceptual model is developed and illustrated, outlining the relationship between narratives and practical wisdom across diverse leadership contexts. This analysis positions practical wisdom as a fundamental guidance for leaders’ narrative practices. Acknowledging the paper’s conceptual focus, we discuss the practical and theoretical implications of the proposed model and advocate for empirical inquiry to further enhance understanding of narrative practices in practically wise leadership. (shrink)

We investigate the limits of communication and leadership in avoiding coordination failure in minimum effort games. Our environment is challenging, with low benefits of coordination relative to the effort cost. We consider two leader types: cheap-talk leader-communicators who suggest an effort level, and first-mover leaders who lead by example. Both types of leadership have some ability to increase effort in groups with no history, but are insufficient in groups with a history of low effort. Using the strategy method for followers’ (...) responses, we attribute the persistence of coordination failure to the presence of followers who do not follow the leader. (shrink)

Previous studies have found a link between red and aggressive behavior. For example, athletes who wear red uniforms in sports are considered to have a competitive advantage. So far, most previous studies have adopted self-report methods, which have low face validity and were easily influenced by the social expectations. Therefore, the study used two implicit methods to further explore the association between red and aggressiveness. A modified Stroop task was used in Experiment 1 to probe college students’ differences between “congruent” (...) tasks and “incongruent” tasks. Result showed that participants responded more quickly to the congruent tasks than the incongruent tasks. Then, in order to adapt to the competitive context, Experiment 2 used an implicit association test with photos of athletes as the stimulus to college students and athletes to evaluate “congruent” tasks as well as “incongruent” tasks, respectively. According to the results, both college students and athletes respond faster to congruent tasks than to incongruent tasks. Besides, athletes’ reactions to the red–aggressiveness association are faster than college students, which may relate to the athletes’ professional experience. The athletes may be more aggressive and impulsive. Overall, the study has attempted to examine the association between red and aggressiveness through implicit methods, but in the future, researches are need to find a deep association from brain mechanism aspect. (shrink)

Despite the prevalent role of guanxi in conducting business in Chinese, it is unclear whether interpersonal guanxi fosters interfirm trust. Taking a contingency approach, this study examines how institutional (government–market relationship and Buddhism influence) and individual (relative role performance and the span of partner control) factors moderate the association between interpersonal guanxi and interfirm trust. Based on a paired survey between salespersons and sales managers and two secondary datasets, this study finds that interpersonal guanxi is positively associated with interfirm trust. (...) Moreover, this positive effect is stronger when firms operate in regions with strong government–market relationships and strong Buddhism influence. In addition, the positive relationship is weaker when guanxi resides in boundary spanners who have relatively high role performance, but becomes stronger when boundary spanners have a broad span of partner control. These findings highlight the situations in which guanxi at an interpersonal level is more or less likely to foster interfirm trust. (shrink)

Despite the prevalent role of guanxi in conducting business in Chinese, it is unclear whether interpersonal guanxi fosters interfirm trust. Taking a contingency approach, this study examines how institutional and individual factors moderate the association between interpersonal guanxi and interfirm trust. Based on a paired survey between salespersons and sales managers and two secondary datasets, this study finds that interpersonal guanxi is positively associated with interfirm trust. Moreover, this positive effect is stronger when firms operate in regions with strong government–market (...) relationships and strong Buddhism influence. In addition, the positive relationship is weaker when guanxi resides in boundary spanners who have relatively high role performance, but becomes stronger when boundary spanners have a broad span of partner control. These findings highlight the situations in which guanxi at an interpersonal level is more or less likely to foster interfirm trust. (shrink)

We tend to think that perceptual experiences tell us about what the external world is like without being influenced by our own mind. But recent psychological and philosophical research indicates that this might not be true. Our beliefs, expectations, knowledge, and other personal-level mental states might influence what we experience. This kind of psychological phenomena is now called “cognitive penetration.” The research of cognitive penetration not only has important consequences for psychology and the philosophy of mind, but also has interesting (...) epistemological implications. According to the Downgrade Thesis, some cognitively penetrated perceptual experiences give their subjects less justification for believing their penetrated contents than perceptual experiences that are unpenetrated to represent those contents would usually give. In this paper, I propose an innovative argument for the Downgrade Thesis. First, I develop a positive account of how some cognitive penetration works, according to which cognitive states influence perceptual experiences by triggering some imaginings. Second, I argue that imaginings do not give their subjects justification for believing their contents. I apply this epistemology of imagining to cognitive penetration, and argue that because of the role that imaginings play, some cognitively penetrated experiences also give their subjects less justification for believing their penetrated contents. (shrink)

Pre‐marital sex for a woman is regarded as wrong in my country. As a result, it is socially forbidden for a woman to engage in this act. In order to present a woman as a virgin on her marriage day, she is subjected to pressure, and put under control both by her family and societal norms. However, a man is free and never made to suffer any of the above. A woman found to be a virgin on her first night (...) of marriage is seen as a normal person while one suspected to have lost her virginity is made to undergo a series of medical examinations to bring clarity to her situation. (shrink)

Psychological research has discovered that episodic memories are constructive in nature. This paper examines how, despite being constructive, episodic memories can provide us with justification for beliefs about the past. In current literature, two major approaches to memorial justification are internalist foundationalism and reliabilism. I first demonstrate that an influential version of internalist foundationalism, dogmatism, encounters problems when we compare certain types of memory construction with cognitive penetration in perception. On the other hand, various versions of reliabilism all face skeptical (...) challenges. I propose an alternative, two-factor theory that recognizes an epistemic distinction typically overlooked by dogmatism and reliabilism. Although our account leaves certain aspects unspecified, it is an important step forward. (shrink)

ABSTRACT In the context of the COVID-19 pandemic, leaders are facing an ethical dilemma and a tense tradeoff between employees’ health and economic performance. From the perspective of employees’ perceptions of the work situation, this study examines the way ethical leadership enhances employee creativity during the COVID-19 pandemic by using leader-member exchange and organizational ethical climate as mediators. The sample included 308 supervisor-employee pairs from 20 high-tech companies in eight provincial regions of China. Structural equation modeling was used to test (...) the proposed hypotheses. Results indicate that ethical leadership can significantly enhance employee creativity through the fully mediating roles of employees’ perceptions of leader-member exchange and organizational ethical climate. Moreover, leader-member exchange affects employee creativity directly as well as indirectly through the mediating role of organizational ethical climate. This study offers insights into the process linking ethical leadership to employee creativity and provides practical suggestions on ways of enhancing employee creativity in situations like the COVID-19 pandemic crisis. (shrink)

When intensive care for newborns was introduced thirty years ago its primary goal was to improve the rates of survival of sick and premature infants. Medicine has been successful in attaining this goal; however, as more infants survive, the cost of intensive care and the additional cost of services and care for handicapped survivors continue to escalate. In order to curb the increasing cost of newborn intensive care, heightened initiatives directed at the prevention of premature births will be necessary.

BackgroundParent-mediated intervention has been studied in promoting skill acquisition or behavior change in the children with autism spectrum disorder. Most studies emphasize on the improvement of child’s core symptoms or maladaptive behaviors, making parental perceived competence and self-efficacy secondary. Yet, the evaluations of intervention implementation are under-reported, especially when translating such interventions into a new population or context. This research investigated the intervention implementation of a 12-week parent coaching intervention which was delivered through telehealth and tailored to Chinese population. The (...) intervention was based on the Parent-mediated Early Start Denver Model with culturally adapted lectures, manuals, and demonstration and commentary videos. This study aimed to evaluate the intervention implementation by assessing parents’ satisfaction, acceptability, appropriateness, and feasibility.MethodA randomized controlled trial was conducted with two telehealth conditions: self-directed and web+group therapy. Parents in the self-directed condition received intervention individually through the online learning platform. The web+group therapy condition navigated the same program with weekly 1.5-h group coaching sessions via videoconferencing. This mixed-methods study used a concurrent convergent design to evaluate the intervention implementation at post-intervention. The quantitative data was collected from the Program Evaluation Survey and the qualitative data was collected from five focus groups.ResultsParents in self-directed group reported significantly lower scores in total perceived competence than parents in web+group therapy condition, while there was no group difference on the total self-efficacy. Tailored feedback, demonstration and commentary videos, peer commenting, live coaching, and guided reflection were the top-five acceptable telehealth strategies that were strongly endorsed by parents. Family centered care, home-based intervention, strategies relative to daily activities, the remote learning platform, and the program-based community were elements that parents considered when evaluating the program’s appropriateness. Parent modeling, step-by-step instructions, and tailored feedback were key components in making intervention strategies feasible for parents to implement at home.ConclusionFindings indicate the application of telehealth was acceptable, appropriate, and feasible for Chinese parents. Group-based parent coaching intervention via videoconferencing could be a promising home-based service model to increase parental perceived competence. A large-scale RCT is needed to investigate the effectiveness of group-based PMI via telehealth. (shrink)

Brain-computer interface based on steady-state visual evoked potential has been widely studied due to the high information transfer rate, little user training, and wide subject applicability. However, there are also disadvantages such as visual discomfort and “BCI illiteracy.” To address these problems, this study proposes to use low-frequency stimulations, which can simultaneously elicit visual evoked potential and pupillary response to construct a hybrid BCI system. Classification accuracy was calculated using supervised and unsupervised methods, respectively, and the hybrid accuracy was obtained (...) using a decision fusion method to combine the information of VEP and PR. Online experimental results from 10 subjects showed that the averaged accuracy was 94.90 ± 2.34% for the supervised method and 91.88 ± 3.68% for the unsupervised method, which correspond to the ITR of 64.35 ± 3.07 bits/min and 33.19 ± 2.38 bpm, respectively. Notably, the hybrid method achieved higher accuracy and ITR than that of VEP and PR for most subjects, especially for the short data length. Together with the subjects’ feedback on user experience, these results indicate that the proposed h-BCI with the low-frequency stimulation paradigm is more comfortable and favorable than the traditional SSVEP-BCI paradigm using the alpha frequency range. (shrink)

Ms. B. was a 70-year-old woman who presented with a chief complaint of “my belly got puffy.” She noted that her waistband got progressively tighter as her abdomen swelled up on the month prior to her admission. Although not painful, the swelling caused considerable discomfort and anorexia.Ms. B. was a 70-year-old woman who presented with a chief complaint of “my belly got puffy.” She noted that her waistband got progressively tighter as her abdomen swelled up on the month prior to (...) her admission. Although not painful, the swelling caused considerable discomfort and anorexia.Ms. B. had come to the university hospital by referral from her primary care doctor. She was my first patient on my junior clerkship in internal medicine, a specialty I was particularly interested in going into. It is a rare opportunity for a medical student to pick up a mystery case. Ms. B. had come to us without a diagnosis. (shrink)