v. 1. Sheng ji tu -- v. 2. Mengzi sheng ji tu.

This paper uses an improved deep learning algorithm to judge the rationality of the design of landscape image feature recognition. The preprocessing of the image is proposed to enhance the data. The deficiencies in landscape feature extraction are further addressed based on the new model. Then, the two-stage training method of the model is used to solve the problems of long training time and convergence difficulties in deep learning. Innovative methods for zoning and segmentation training of landscape pattern features are (...) proposed, which makes model training faster and generates more creative landscape patterns. Because of the impact of too many types of landscape elements in landscape images, traditional convolutional neural networks can no longer effectively solve this problem. On this basis, a fully convolutional neural network model is designed to perform semantic segmentation of landscape elements in landscape images. Through the method of deconvolution, the pixel-level semantic segmentation is realized. Compared with the 65% accuracy rate of the convolutional neural network, the fully convolutional neural network has an accuracy rate of 90.3% for the recognition of landscape elements. The method is effective, accurate, and intelligent for the classification of landscape element design, which better improves the accuracy of classification, greatly reduces the cost of landscape element design classification, and ensures that the technical method is feasible. This paper classifies landscape behavior based on this model for full convolutional neural network landscape images and demonstrates the effectiveness of using the model. In terms of landscape image processing, the image evaluation provides a certain basis. (shrink)

The key mutation of the schizophrenic psyche can be described as a disturbance of the first person-ness of the I-sense, i.e., of the sense of the "I" as personal subject of experience and of action. Under these circumstances, representations of things are not definitively experienced as "my" representations—with the self-evidence of belonging to me. This uncertainty of selfhood, specific to schizophrenia, cannot be reduced to a disability of intellect, logic, judgment, or memory. In the course of developing his argument, the (...) author criticizes philosopher Michel Henry's critique of Heidegger's (1961) interpretation of Descartes's cogito ergo sum. (shrink)

Western buying companies impose Supplier Codes of Conduct (SCC) on their suppliers in developing countries; however, many suppliers cannot fully comply with SCC and some of them even cheat in SCC. In this research, we link contract characteristics - price pressure, production complexity, contract duration - to the likelihood of supplier's commitment to SCC through a mediating process: how the buying companies govern their suppliers. Our structural equation model analysis shows that the hierarchy/relational norms governance is a perfect mediator of (...) contract characteristics' effects on the likelihood of supplier's commitment; the market governance, an insignificant one. The managerial implications are provided for successfully implementing SCC in global supply chains. (shrink)

As physical exercise benefits both physical and psychological health of college students, it is important to promote the habit of physical exercise among them. This study adopted the Health Action Process Approach model to understand the exercise intention–action link and determine the moderating role of self-efficacy. We recruited 242 students from a university in China and asked them to complete a six-wave survey. The survey results indicated that exercise intention was positively related to both coping planning and action planning, which (...) pave the way to performing the action of exercise. However, such mediation effects varied under conditions of self-efficacy. Participants with high self-efficacy exhibited stronger relationships between intention and planning, and between planning and action. The study results suggest that planning has a time-lagged mediation effect in the relationship between intention and action. Additionally, the findings shed light on the moderating role of self-efficacy, which can be useful in developing health-promotion strategies for college students. (shrink)

Résumé La participation des citoyens à la justice chinoise prend la forme de la présence d’assesseurs civils ou de l’introduction, à titre expérimental, d’un jury populaire à côté des juges professionnels. Ces modalités de participation des citoyens ne changent toutefois pas la donne fondamentale de la gouvernance chinoise, car l’absence d’autonomie du droit, et d’indépendance des juges, demeurent les deux principaux obstacles à l’avènement d’un État de droit en Chine. En effet, l’instrumentalisation du droit au service d’une politique qui lui (...) est supérieure est ce qui justifie politiquement la participation des citoyens à la justice. Les remaniements du système des assesseurs et du jury populaire n’ont pas atteint l’objectif de redonner de la légitimité à l’exercice du pouvoir judiciaire en le rendant plus participatif et plus transparent. L’expérience chinoise montre que loin de diminuer le pouvoir des juges professionnels, les assesseurs et le jury populaire y restent subordonnés. Seule une évolution dans les mentalités du rapport à la vérité pourra donner tout son sens à la participation des citoyens à la justice, ce qui est crucial dans une Chine en quête de démocratie. (shrink)

With common sense and traditional correspondence theory of truth than the first articulated by James's pragmatism truth has many different characteristics, as well as reflected in these characteristics of the different philosophical connotations. These features and content are how is it? In the historical process of epistemological development without its roots? In this paper, to be adopted by Hume's empiricism contact, especially his causal theory, to trace the epistemological roots of pragmatism truth. Compared by the common and traditional correspondence theory (...) of truth, the pragmatism theory of truth, which is clearly expounded the first time by William James, has many different features and different disposition of philosophy exhibited in such features. This paper intends to explore the basis of Epistemology for such a theory, in reference to another great philosopher-David Hume, especially his theory of causality. (shrink)

This article introduces the concept of corporate social responsibility in the seemingly oxymoronic context of Chinese “authoritarian capitalism.” Following an introduction to the emergence of authoritarian capitalism, the article considers the emergence of CSR in China using Matten and Moon’s framework of explaining CSR development in terms both of a business system’s historic institutions and of the impacts of new institutionalism on corporations arising from societal pressures in their global and national environments. We find two forms of CSR in China, (...) reflecting the “multiplexity” of its business system: one in the mainly family-owned small and medium-sized enterprise sector reflecting concern with local reputation, and another in the corporate, mainly state-owned enterprise sector, reflecting global and national societal expectations. We investigate the dynamics of CSR in China through the interplay of the global and national societal pressures and mediating and even leading roles played by the State and the Party. We consider the conceptual integrity and practical prospects for “state-led society-driven” CSR and future research opportunities, including those opened up by the three contributing articles to this special issue. (shrink)

Arabic language; philology; 20th century; history and criticism.

We prove a partition theorem for analytic sets, namely, if X is an analytic set in a Polish space and [X]n = K0 ∪ K1 with K0 open in the relative topology, and the partition satisfies a finitary condition, then either there is a perfect K0-homogeneous subset or X is a countable union of K1-homogeneous subsets. We also prove a partition theorem for analytic sets in the three-dimensional case. Finally, we give some applications of the theorems.

The sensitivity account of knowledge is a modal epistemology, according to which S knows that p only if S's belief in p is sensitive in the sense that S would not believe that p if p were false. There are different ways to state the sensitivity condition by means of a possible worlds heuristic. The sensitivity account is thus rendered into different versions. This paper examines cases of knowledge and cases of luckily true beliefs (e.g., the Gettier cases) and argues (...) that no version of the sensitivity account accommodates all cases. Therefore, the account is unsuccessful as an account of knowledge. (shrink)

The safety condition is supposed to be a necessary condition on knowledge which helps to eliminate epistemic luck. It has been argued that the condition should be globalized to a set of propositions rather than the target proposition believed to account for why not all beliefs in necessary truths are safe. A remaining issue is which propositions are relevant when evaluating whether the target belief is safe or not. In the literature, solutions have been proposed to determine the relevance of (...) propositions. This paper examines a case of luckily true belief—thus a case of ignorance—and a case of knowledge. It argues that no solution in the literature offers a correct verdict in either case. Therefore, the strategy to globalize safety remains unsatisfactory. (shrink)

It has been argued that an advantage of the safety account over the sensitivity account is that the safety account preserves epistemic closure, while the sensitivity account implies epistemic closure failure. However, the argument fails to take the method-relativity of the modal conditions on knowledge, viz., sensitivity and safety, into account. In this paper, I argue that the sensitivity account and the safety account are on a par with respect to epistemic closure once the method-relativity of the modal conditions is (...) taken into account. Therefore, epistemic closure is no longer an arbiter in the debate. (shrink)

Early and later Confucians, known in Chinese as the “ruists” school of ancient origins, perceived the idea of “harmony” as a fundamental concept that lies at the basis of self-cultivation, society and governance. In modern times this idea still plays in one or another form a dominant note in Chinese politics and social life. The article attempts to search for causes of the significance of “harmony” by focusing on analyzing two pivotal Confucian texts compiled in the Han dynasty, namely, Records (...) of Music [Yue ji 樂記] and Divination of Music [Yue wei 樂緯]. The analysis shows that ruists belonging to Zhou dynasty’s imperial class of music officials, gradually developed the aesthetics of music into a complex idea of "harmony" that contains the highest aesthetical way—“Dao”—which guides both the whole universe as well as the evolution of human society. (shrink)

Chef de file de la réflexion psychiatrique au Japon, le Professeur Kimura Bin s’oppose dans cet article aux réductionnismes physicalistes en découvrant au coeur de la subjectivité une articulation complexe entre le personnel et l’impersonnel qui simultanément confirme la conception spirituelle zen de la constitution de l’individualité et donne une base à la fondation d’une science psychiatrique véritable. Il démontre que l’orientation donnée par les sciences cognitives et la philosophie analytique conduit à ignorer la différence entre réalité et actualité, et (...) occulte ainsi le fait que chaque existant est unique, manquant de la sorte à la fois son unité et son unicité. Pour retrouver l’originalité propre à chacun, Kimura propose d’en retrouver l’originarité, esquissée dans le concept heideggérien de Befindlichkeit, et d’élargir la subjectivité au sens proposé par Victor von Weizsäcker en tant que rencontre avec le milieu. Il conclut cette étude phénoménologique en proposant de fonder une psychopathologie en première personne, c’est-à-dire d’introduire la subjectivité dans la science psychiatrique, seule voie pour comprendre l’existence et résoudre l’énigme de la schizophrénie. (shrink)

In recent years, the field of AI & Law has increasingly focused on predicting legal judgments, particularly in civil cases. While traditional neural network methods are highly effective at automatically learning patterns from large datasets, they often suffer from a lack of interpretability. To address this limitation, we propose a neuro-symbolic framework for legal judgment prediction, based on large language models (LLMs). This framework combines legal knowledge (e.g., legal rules), represented through first-order logic rules, with deep neural networks (DNNs), using (...) a discrepancy loss to minimize prediction differences between the two components. By integrating the logic module during end-to-end training, knowledge is effectively transferred to the model parameters. Additionally, we develop a Chain-of-Thought prompt that uses LLMs to extract fact elements from legal cases. These elements act as logical variables within the rules, supporting the reasoning process in the logic module and improving overall interpretability. To validate the effectiveness of this framework, we conduct extensive experiments on a large dataset of private lending cases. The results demonstrate that the framework not only improves predictive performance but also enhances the interpretability of judgment predictions. (shrink)

Analytical study of an ideal life for a woman in Islam with special reference to modern science.

Modernism and rationalism; other; philosophical aspects; philosophy, modern; 20th century.