基于Social Transformer的井下多人轨迹预测方法

目前煤矿井下人员轨迹预测方法中,Transformer与循环神经网络(RNN)、长短期记忆(LSTM)网络相比,在处理数据时不仅计算量小,同时还有效解决了梯度消失导致的长时依赖问题。但当环境中涉及多人同时运动时,Transformer对于场景中所有人员未来轨迹的预测会出现较大偏差。并且目前在井下多人轨迹预测领域尚未出现一种同时采用Transformer并考虑个体之间相互影响的模型。针对上述问题,提出一种基于Social Transformer的井下多人轨迹预测方法。首先对井下每一个人员独立建模,获取人员历史轨迹信息,通过Transformer编码器进行特征提取,接着由全连接层对特征进行表示,然后通过基于图卷积的交互层相互连接,该交互层允许空间上接近的网络彼此共享信息,计算预测对象在受到周围邻居影响时对周围邻居分配的注意力,从而提取其邻居的运动模式,继而更新特征矩阵,最后新的特征矩阵由Transformer解码器进行解码,输出对于未来时刻的人员位置信息预测。实验结果表明,Social Transformer的平均位移误差相较于Transformer降低了45.8%,且与其他主流轨迹预测方法LSTM,S−GAN,Trajectron++和Social−STGCNN相比分别降低了67.1%,35.9%,30.1%和10.9%,有效克服了煤矿井下多人场景中由于人员间互相影响导致预测轨迹失准的问题,提升了预测精度。

Actual Value of Rural Cultural Auditorium Construction from the Perspective of Social Transformation:A Case Study of Wenzhou City

From the perspective of social transformation,this paper analyzed the actual value of the construction of Wenzhou rural cultural auditorium,and it was found that it has important value in promoting the transformation of rural culture,economy,and grassroots governance.The construction of rural cultural auditorium is helpful for improving the present backward status of rural public cultural service supply,and promoting the integration and development of rural culture and urban culture;cultivating new rural economic entities,injecting action force for rural economic transformation and development;providing space guarantee for citizen participation in rural grassroots social governance,and is favorable for enhancing the awareness of public participation in rural grassroots governance.However,in the context of comprehensive rural revitalization,the value of cultural auditorium construction has not yet been fully realized.It is necessary to further enhance its value in rural social transformation from three aspects:auditorium construction,daily activity undertaking,and residents'participation in cultivation.

Impact of Chinese social transformation on the reform of social st）orts management system

China after the efforts of reform and opening up for 30 years, has established a relatively complete featuring system of sports administration, providing a system of protection for sports development in China. With the further improvement of the socialist market economy, the existing sports administrative functions are incompatible with the economic and social side of the market gradually. The current sports administrative functions can no longer adapt to the development and deeper reforms of sports system are imminent. Only by speeding up the reform of sports administration, can eliminate obstacles and promote rapid and healthy development of China＇s sports industry. In this paper, the object is the administrative functions of the sport in the social transformation period, through expert interviews, literature, and logical analysis, comparative study to discuss the problems of the administrative functions of sport in the social transformation period and propose appropriate countermeasures. Studies suggest that： sports administration departments should focus to implementing national policies, the development of the sports industry policy research and development planning, management and delivery of services. In accordance with the uniform principles of responsibility, rights and interests, to further clarify the responsibilities of all levels of sports administration, handling good working relationship between them. By Complete separation between rowing and steering, governance and administration, government and industry, to achieve ＂four transformations＂, and to break plan ＂all-round＂ type of government in the economic system, and establish ＂limited＂ government, effectively carry out the functions of guidance, policy regulation, market supervision, social management and public services.

基于多模态掩码Transformer网络的社会事件分类

多模态社会事件分类的关键是充分且准确地利用图像和文字2种模态的特征。然而,现有的大多数方法存在以下局限性:简单地将事件的图像特征和文本特征连接起来,不同模态之间存在不相关的上下文信息导致相互干扰。因此,仅仅考虑多模态数据模态间的关系是不够的,还要考虑模态之间不相关的上下文信息(即区域或单词)。为克服这些局限性,提出一种新颖的基于多模态掩码Transformer网络(MMTN)模型的社会事件分类方法。通过图-文编码网络来学习文本和图像的更好的表示。将获得的图像和文本表示输入多模态掩码Transformer网络来融合多模态信息,并通过计算多模态信息之间的相似性,对多模态信息的模态间的关系进行建模,掩盖模态之间的不相关上下文。在2个基准数据集上的大量实验表明:所提模型达到了最先进的性能。

Religion, Politics and Ethics： Towards a Global Theorj of Social Transformation

In this paper＇I set out a phenomenology of social transformation, based on an analysis of the distinctively religious form of communication which underlies the trans-generational and trans-cultural transmission of world traditions, taking Confucianism and Christianity as their representatives. A phenomenological analysis of their communicative structure allows the possibility of a better understanding of what can be learnt from them in the context of contemporary debates in both China and the West on the relations between religion, ethics and politics. This analysis suggests that the ethical consistency of belief and act, which is the necessary condition for the engendering of long-term solidarity in religious community, has significant implications for ethics in politics, and especially for the legitimacy of representational leadership as a focal point for change in society. The paper concludes that the historical experience of world religions can offer new insights into the nature of political leadership and representation in today＇s globalised world and that the appropriate locus for this inquiry is the present negotiation and re-negotiation of relations between China and the West.

Three Decades of Social Transformation in Russia:From a Totalist Society to a Civil Society

To review and evaluate the transformation of Russia at the historical juncture of the 30th anniversary of the Soviet collapse is an essential task.Compared with political and economic transformation,social transformation is more complex,slower,and more uncertain.This paper seeks to examine Russia’s social transformation from a totalitarian to a civil society from the perspective of the state-society relationship.Viewed from Western theories of civil society,the social transformation of Russia has not been a success:citizens have a low level of self-organization,civil rights are not genuinely guaranteed,and state power constantly intervenes in civil society.However,this transformation has achieved the goal of social solidarity.We need to reflect upon the concept of social transformation and gain an understanding of the structure of and changes in Russian society by taking into account its cultural logic and historical context.

On the Rebuilding of Cultural Identity and Orthodoxy： A Brief Socio-historical Analysis of China＇s Social Transformation since the Ming and Qing

The socio-historical analysis of ＂Chinese Modernity＂ and ＂Chinese Cultural Identity＂ within the context of social transformation, by restoring the origin of modernity as a ＂historical event＂ since late Qing, leads to the finding that ＂the Deng Zheng-lai Problem＂ pinpoints the current crisis of cultural identity and the loss of Orthodoxy（daotong） which infects contemporary China. It is necessary to build and shape the mode of cultural identity in response to the pressure of rightness, creating ＂the identity of hybridity＂ by negotiating the classic tradition with the socialist tradition and a partial western tradition. By observing ＂the Deng- Hui frameworks＂ （the frameworks formulated by Deng Zheng-lai, Wang Hui, Deng Xiao-mang and Qin Hui）, we should neither blindly return to the classic tradition nor uncritically resort to the Western resources in our attempt at rebuilding cultural identity; instead, one mode of a ＂New Civilization＂ might arise in the sense of what Liang Qi-chao regards as cutting across both China and the West.

Aspects of Transitivity in Select Social Transformation Discourse in Nigeria

This article examines transitivity in the mediatised discourse of social transformation in Nigeria.Data for the study comprises texts on aspects of social transformation campaigns in Nigeria in the context of democracy,anti-corruption crusades,insecurity,and domestic violence.The data was drawn from speeches,radio commentaries,jingles,printed texts,interviews,tweets,and online newspaper comments about government actors and non-government actors covering the period between March 2013 to March 2018.This five-year span was informed by a wide gamut of negative realities in the nation which led to increased mediatisation of social transformation messages.The analysis of data is hinged on the transitivity system espoused in Halliday’s systemic functional linguistics and critical discourse analysis by Fairclough(1989;revised 2015)and Machin and Mayr(2012).Data analysis revealed that the different participants in the discourse deployed material processes,relational processes,and mental processes to negotiate the social transformation challenge and agenda in Nigeria.The presentation of the agents in relation to the processes in the discourse reflected positive in-group representation and negative-other representation for legitimation and manipulation.The study concludes that transitivity is a veritable tool in the discourse that primarily serves in foregrounding social problems in Nigeria while also affording social participation.

Legal thinking under legal globalization and social transformation

China now is in an important period of social transformation, it puts forward unique requirements for changes from the ethics community to the legal social, and also for law operation, legal developments and public awareness of the laws. Law globalization both is a result of globalization in other areas, but also a tool to promote other areas of globalization, and its essence is the performance of the laws of all countries in the world being more interdependent to further strengthen. From a legal point to analysis, to identify the root causes and find ways to solve and to provide a useful reference for the current socialist harmonious society is very necessary.

The Social Surveillance and Generational Compliance in New Mediation

This article explores the social transformation on account of surveillance conception preoccupied through the technology diffusion thanks to the Web 2.0 novel features.The new mediation abstracts the social provisions into radical customs of surveillance.It primes the supposition of socialization hitherto to transpire the scrutiny of the mutual rehearses of vertical and horizontal surveillance.Hence,the ultimate conversion keeps on through self-exposition notion in views of social interaction which so far posit the question of the privacy and public boundary owing to the hypothetical undue freedom of self-expression through Web 2.0.Thus,this paper examines the Surveillance Society in a comprehensive scope of the social structure vis-à-vis the ideas of generational submission towards social transformation.Using the dichotomy of digital revolutions,the Digital“Natives”are classified as typically addicted digital consumptions bearing the community outlooks,while Digital“Immigrants”persist in semi obedience along with the traditional adherence.Ultimately,the Panopticon conceptualizes the certainty of social surveillance by dint of proliferation of information flows keen on social conducts automated in both online and offline paths through technological appliances.

“外察”与“内省”:环境威胁引发的绿色消费意愿研究——基于道德情绪的双路径模型

营销学者在探究绿色消费议题方面做了众多开创性工作,然而针对诱因不同的环境威胁是否及通过怎样的心理路径影响消费者绿色消费意愿的研究仍然匮乏。本文将环境威胁分为自然因素引发的环境威胁和人为因素引发的环境威胁两类,通过4组实验检验了两类环境威胁影响消费者绿色消费意愿的心理机制。研究结果证实了无论哪类环境威胁,都会对绿色产品购买行为产生积极影响,但不同类型的环境威胁会通过差异化认知过程和情绪反应影响绿色产品购买行为。当消费者面对自然因素引发的环境威胁时,其“外察”思维模式会起主导作用,此时敬畏感是促进绿色产品购买意愿的中介变量;当消费者面对人为因素引发的环境威胁时,其“内省”思维模式会起主导作用,此时内疚感是促进绿色产品购买意愿的中介变量。研究也证实了环境威胁对道德情绪的影响会受自然联结性和道德提升感的调节。

空间视域下思想政治教育一体化的概念、内容及建设

社会发展和社会变迁深刻影响着空间格局,空间成为解析社会现象、反映社会思想观念变化的重要理论和实践场域。空间与社会的互动使人的发展、社会的发展空间趋向合理化,使空间变革愈加富有社会化特质。人的思想观念、情感体验、行为实践、社会关系在一定的空间当中被塑造和完善,空间在思想政治教育一体化的作用下逐渐具有思想政治教育意蕴。在阐释空间视域下思想政治教育一体化的概念、分析其内容的基础上提出空间视域下思想政治教育一体化建设思路和举措:实现社会主流意识形态的广泛传播,在对空间的占有当中筑牢思想政治教育一体化的基础;掌握变革社会的力量,通过对空间主体的培养塑造凝聚思想政治教育一体化的主体力量;促进人与社会关系的和谐,通过对空间关系的协调把握思想政治教育一体化的关键。

人工智能、产品创新与制造业适应性转型

人工智能(AI)对产品开发、运营和营销等企业价值链的影响正在改变制造业转型升级的机制与路径。围绕AI如何通过影响产品创新推动制造业转型升级,本文依托相关研究成果提炼AI区别于其他数字技术的核心创新特征,剖析AI对产品创新的影响机制,并通过AI影响个体、企业、产业的跨层次分析框架,从产品创新视角提出AI影响制造业转型升级的适应性变革概念模型,探讨AI通过产品创新影响制造业适应性转型的机制与路径,形成三个主要结论:(1)新社会主体、生成性、知识积累方式突变性构成AI区别于其他数字技术的三个核心创新特征;(2)AI作为新社会主体角色介入产品企划、结构工艺等开发环节,改变或增强了人类智能的产品开发思维,拓展了产品开发的知识边界;(3)AI增强产品创新与运营过程、市场营销和销售的全价值链即时互动和调整,构建起平衡制造敏捷性与用户敏捷性冲突的自适应调节机制,推动制造业通过产业快速自适应调节涌现出自适应间断平衡的转型路径。

构建全球教师发展与职业变革的社会契约--基于对联合国教科文组织《全球教师报告》的解读

全球中小学教师不仅在生师比上面临绝对性数量短缺,而且在学科、性别、高质量教师、地区分配等方面也存在结构性短缺。全球教师短缺归因于教师社会地位不高,学生从教意愿低,教师招聘与管理体制不畅,教师流失率高。基于此,不少国家的政府部门重视加强规划与调控,强化教师行业投资水平,提高教师社会地位与职业吸引力,以期建设更加稳定与高质量的教师队伍。

党的自我革命引领社会革命的成就、经验与启示

勇于自我革命,是中国共产党最鲜明的品格,是中国共产党最大的优势,也是中国共产党区别于其他政党最显著的标志。中国共产党在自我革命过程中带领全国各族人民取得了新民主主义革命、社会主义革命和建设、改革开放和社会主义现代化建设、新时代中国特色社会主义的伟大成就,取得许多宝贵经验:坚持党的集中统一领导是党的自我革命引领社会革命的根本保证,坚守初心使命是党的自我革命引领社会革命的根本动力,坚持人民至上是党的自我革命引领社会革命的根本立场,坚持问题导向是党的自我革命引领社会革命的根本方法。新时代新征程中,中国共产党要通过自我革命对社会革命发挥思想引领、政治引领、制度引领、组织引领的作用。

数字化转型、社会资本和企业创新绩效

随着数字技术快速迭代,如何引导企业进行数字化转型实现企业层级创新跃升推动产业升级成为业界关注的重要议题。将以社会资本为切入点,基于2010—2021年中国A股上市公司平衡面板数据,采用文本分析、多元回归分析、中介效应检验等方法研究并检验数字化转型是否有利于企业创新绩效。研究结果发现:数字化转型对企业创新绩效具有显著的提升作用,具体影响机制为企业通过数字化转型获得更多社会资本存量(地区社会资本、企业社会资本、个人社会资本)从而提高企业创新绩效;在社会资本3个子维度中,企业社会资本的中介效应最强,地区社会资本次之,个人社会资本最弱;社会资本的中介作用在国企和高新技术企业中表现更突出。

中国社会保障体系结构的转型及其实现路径

中国的现代社会保障始建于中华人民共和国成立初期,逐步形成了“社会保险为主导、社会救助和社会福利处于边缘”的体系结构。改革开放后,社会保障改革逐步成为了整个改革事业的重要组成部分,社会保障的体系结构呈现“社会救助为基础,社会保险为主体,社会福利、军人保障和慈善事业为补充”的格局,实现了社会保障体系结构的重大转型。社会保障体系结构失衡是此次结构转型的根本原因,其转型过程体现了渐进性并以顺应国情和时代发展为主要经验。中国式现代化对我国社会保障体系结构提出了新的要求,进而需要推动社会保障体系结构的进一步转型。为此,要明确社会保障体系结构转型的总体目标,创新改革社会保险并夯实其主体地位,优化社会救助与慈善事业并巩固其已有地位,大力推动社会福利发展并将其转变为基础地位,还要建立完善家庭社会保障并使之成为社会保障的子系统之一,形成补充地位。

角色演变视角下辟谣信息对社交媒体意见领袖形成的影响——基于舆论领导法则

[目的/意义]探究辟谣信息对社交媒体用户的影响,特别是对意见领袖形成现象机制的挖掘。构建社交媒体用户角色演变行为模型,研究人员可以更好地了解意见领袖的形成原因,刻画辟谣信息对社交媒体用户的作用机制,有助于对参与辟谣的“准意见领袖”进行合理引导,以提高社交媒体舆情管理的效率和准确性。[方法/过程]首先,对微博社交媒体平台中的特定主题事件进行跟踪,识别并筛选出“新生意见领袖”群体,并利用质性访谈对此群体进行深度访谈。然后,基于程序化扎根理论方法,利用NVivo 12软件进行扎根编码构建模型,并通过理论饱和度检验验证模型的完整性。最后,对社交媒体用户角色演变的原因进行深入分析和探讨。[结果/结论]在辟谣信息作用下,个体主观因素、社会环境因素和辟谣信息因素对一般用户向新生意见领袖的演变行为产生重要影响,其中个体主观因素在辟谣信息的作用下对意见领袖形成的影响更加显著,自我认知清晰、高情绪需求且情绪稳定的个体更容易成为影响力持久的意见领袖;社会公众认可、实质性奖励和政策法律支持共同构成社会环境因素,是意见领袖形成的重要保障;辟谣信息因素中的辟谣信息热度、可信度和发布质量等方面都会直接影响“潜在意见领袖”用户群体对辟谣事件的把握,进而干预其参与辟谣的决定。

中国社会心态研究的推进历程与未来展望——基于CiteSpace的文献计量学分析

社会心态作为国家治理现代化的关键变量,是检验社会治理效果的重要指标,对于维护社会稳定、创新社会治理具有重要价值与意义。本文采用CiteSpace软件以1986—2023年间收录于中国知网(CNKI)的3036篇社会心态研究文献作为研究对象进行知识图谱分析。研究表明:社会心态研究主要聚焦于社会转型背景下的社会心态、社会心态的治理与培育、大学生群体的社会心态、网络视域下的社会心态等,研究推进经历了萌芽阶段(1986—2005年)、起步阶段(2006—2013年)、发展阶段(2014—2016年)、繁荣阶段(2017—2019年)和爆发阶段(2020—2023年)等五个阶段。未来,应在社会心态研究的元问题、多元群体的社会心态研究、大数据背景下的社会心态研究以及社会心态治理路径等方面进一步展开研究。