The innovation of the deep learning modeling scheme plays an important role in promoting the research of complex problems handled with artificial intelligence in smart cities and the development of the next generation of information technology. With the widespread use of smart interactive devices and systems, the exponential growth of data volume and the complex modeling requirements increase the difficulty of deep learning modeling, and the classical centralized deep learning modeling scheme has encountered bottlenecks in the improvement of model performance (...) and the diversification of smart application scenarios. The parallel processing system in deep learning links the virtual information space with the physical world, although the distributed deep learning research has become a crucial concern with its unique advantages in training efficiency, and improving the availability of trained models and preventing privacy disclosure are still the main challenges faced by related research. To address these above issues in distributed deep learning, this research developed a clonal selective optimization system based on the federated learning framework for the model training process involving large-scale data. This system adopts the heuristic clonal selective strategy in local model optimization and optimizes the effect of federated training. First of all, this process enhances the adaptability and robustness of the federated learning scheme and improves the modeling performance and training efficiency. Furthermore, this research attempts to improve the privacy security defense capability of the federated learning scheme for big data through differential privacy preprocessing. The simulation results show that the proposed clonal selection optimization system based on federated learning has significant optimization ability on model basic performance, stability, and privacy. (shrink)

We present a framework for analyzing black hole backreaction from the point of view of quantum open systems using influence functional formalism. We focus on the model of a black hole described by a radially perturbed quasi-static metric and Hawking radiation by a conformally coupled massless quantum scalar field. It is shown that the closed-time-path (CTP) effective action yields a non-local dissipation term as well as a stochastic noise term in the equation of motion, the Einstein–Langevin equation. Once the thermal (...) Green's function in a Schwarzschild background becomes available to the required accuracy, the strategy described here can be applied to obtain concrete results on backreaction. We also present an alternative derivation of the CTP effective action in terms of the Bogolyubov coefficients, thus making a connection with the interpretation of the noise term as measuring the difference in particle production in alternative histories. (shrink)

With the expansion of the digital business line, the network flow behind the digital power grid is also exploding. To prevent network congestion, this article proposes a novel network flow forecasting model, which is composed of variational mode decomposition, GRU-xgboost block, and a forecasting adjustment block, to grasp the changing patterns and trends of network flow in advance, and to formulate reasonable and effective flow management strategies and meet the requirements of users for network service quality. The network flow series (...) in power grid enterprise always contain complex patterns and outliers, and VMD is applied to adaptively process complex net flow time series into several subseries with simpler patterns. A GRU-xgboost block is designed to reconstruct the features of historical series. Then, xgboost model is applied to generate predictions for all decomposed subsignals. For the final predictions, we design a forecasting adjustment block to further remove the influence of random noise. Finally, the empirical results show the superior performance of the proposed model on network flow forecasting task. (shrink)

tập 1. Từ khởi nguyên đến thế kỷ XIV.

This contributed volume includes both theoretical research on philosophical logic and its applications in artificial intelligence, mostly employing the concepts and techniques of modal logic. It collects selected papers presented at the Second Asia Workshop on Philosophical Logic, held in Guangzhou, China in 2014, as well as a number of invited papers by specialists in related fields. The contributions represent pioneering philosophical logic research in Asia.

Road link speed is one of the important indicators for traffic states. In order to incorporate the spatiotemporal dynamics and correlation characteristics of road links into speed prediction, this paper proposes a method based on LDA and GCN. First, we construct a trajectory dataset from map-matched GPS location data of taxis. Then, we use the LDA algorithm to extract the semantic function vectors of urban zones and quantify the spatial dynamic characteristics of road links based on taxi trajectories. Finally, we (...) add semantic function vectors to the dataset and train a graph convolutional network to learn the spatial and temporal dependencies of road links. The learned model is used to predict the future speed of road links. The proposed method is compared with six baseline models on the same dataset generated by GPS equipped on taxis in Shenzhen, China, and the results show that our method has better prediction performance when semantic zoning information is added. Both composite and single-valued semantic zoning information can improve the performance of graph convolutional networks by 6.46% and 8.35%, respectively, while the baseline machine learning models work only for single-valued semantic zoning information on the experimental dataset. (shrink)

This chapter contains section titled: Literary Revolution and its Meaning The Naturalistic Conception of the Universe and the Experimentalist Method History of Chinese Philosophy and Systematizing the National Heritage Political Philosophy and Liberalism Hu Shi as an Enlightenment Philosopher.

di yi juan. Wen yi mei xue -- di er juan. Zhongguo gu dian wen yi xue -- di san juan. Bi jiao wen yi xue --di si juan. Wen hua mei xue -- di wu juan. Mei de zhui xun.

本卷收入胡适哲学与文化方面的论文、函牍、讲演、札记80余篇。其中包括实验主义、我们对于西洋近代文明的态度等重要文章。所收文章全面反映了胡适哲学思想、学术主张和对于中西文化的态度,对于了解和研究胡适本人 以及现代中国学术史、现代中国启蒙运动等内容。.

On the qualities considered to be negative in a woman as per Islamic teachings.

The formulation of “putting people first” as core values in contemporary China had its profound realistic context, witnessed a zigzag historical course, and cherished a Marxist theoretical origin. Against the background of developing market economy, the looming large of “putting money first”, “putting property first”, or “putting officials first” etc., it came into being by meeting China’s actual social demand, deriving yet elevated from the viewpoints of administrative science. It gained powerful impetus in the reflection of “cultural revolution”, and through (...) the practice of reform and opening up. Meanwhile, it is also a spiraling process ofideological emancipation. Its formulation rested upon a unification of theory and practice, benefited not just from a continuously deepened understanding of Marxist theory about humanity, but from an innovative application of that theory in face of a new situation and practice. (shrink)

Mencius’ aesthetics unfolded around the ideal personality in his mind. Such an ideal personality belonged to a great man who was sublime, practical and honorable, and it was presented as the beauty of magnificence or the beauty of masculinity. Mencius put forward many propositions such as the completed goodness that is brightly displayed is called greatness, nourishing one’s grand qi 气 (the great morale personality), only after a man is a sage can he completely suits himself to his own form, (...) the saints only apprehended before me that of which my mind approves along with other men, being conscious of sincerity on self-examination, and flowing abroad, above and beneath, like that of Heaven and Earth, all of which described an ideal personality through the course of its formation and its psychological experience. As a prominent school before the Qin dynasty, Mencius’ aesthetics greatly developed the Confucian teaching of internal sage. It shared many similarities with Zhuangzi’s thought and was also an aesthetic mode opposed to the latter. Both kinds of aesthetics were prominent: Mencius’ teaching was like imposingly towering and muscularly overflowing majestic mountains; Zhuangzi’s thought was like gracefully flowing water with an air of femininity. In real life though, Mencius’ teaching has greater practical significance in addressing the unbearable lightness of being, a disease of modernity. (shrink)

本书对弘扬中华民族美德的经典篇章进行挖掘整理、条分缕析,涵盖古今代表篇什,导读、原文、赏析三位一体,帮助读者在阅读中得到思想的启迪、道德的升华。.

This chapter examines the influence of German idealism on the works of Soren Kierkegaard. It suggests that Kierkegaard's essential concepts and ideas were influenced by Johann Gottlieb Fichte, Friedrich Wilhelm Joseph Schelling, and Georg Wilhelm Friedrich Hegel, and that his oeuvre can be best understood in the context of classical German philosophy. The chapter also considers Kierkegaard's views about the theology of sin and the problems in his reception of German idealism.

This chapter advocates for a naturalistic ethical framework that bases normative components in basic human functions, such as emotions, as an effective approach to address intergenerational ethics questions. Using Mencius’s ethical framework as an example, which establishes emotional pivot points to incorporate others’ concerns and worries into moral deliberation, the chapter argues that this approach provides significant theoretical advantages over frameworks that rely on a familial-role-based relational understanding of Confucian ethics and moral cultivation through rituals. The chapter also highlights the (...) flexibility and adaptability of Mencian ethics, which was redeveloped over a thousand years later during the Neo-Confucian flowering and serves as evidence of its philosophical framework’s ability to connect people emotionally and ethically across time. (shrink)

En este mundo no existen dos culturas iguales, la traducción es una actividad de comunicación intercultural. En la década de los noventa, Suan Bussnett propuso “la gira de la cultura”, y enfatizó que la traducción no se debe aislar de la cultura. Como un importante elemento cultural 妾 (Qiè) es llevada a la novela en Sueño en el Pabellón Rojo. Desde la perspectiva de “traducción cultural”, se pone enfoque en cómo se puede traducir el significado y también transmitir las informaciones (...) culturales de 妾 (Qiè)). (shrink)