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Information extraction tasks in public administration domain: ISIDA-T natural language processing system 公共管理领域的信息抽取任务:ISIDA-T自然语言处理系统
A. Vinogradov, E. Kurshev, N. Vlasova, A. Podobryaev
This article represents approaches of the artificial intelligence methods, used in public administration. An overview of various technologies of artificial intelligence applications in the field of public administration and related fields is given. All of these research directions are particularly relevant to the task of digital technologies (including artificial intelligence) growth to create an efficient and competitive digital economics in Russia. Among the modern intellectual technologies that allow solving the widest range of tasks, an important role plays technologies related to natural language text processing - nonstructured NL-texts are essential segment of data, used for analysis and decision-making tasks (in terms of data volume, of course, video data have a leading position, however, they are usually suitable for solving tactical but not strategic management tasks). The article provides an overview of the existing methods of natural language processing and their practical application to the tasks of public administration. An integrated approach to the natural language processing tools using for solving practical problems in the field of public administration is considered on the example of the ISIDA-T system for extracting information from natural language texts, developed at the Artificial Intelligence Research Center PSI RAS. The system under consideration is distinguished by a modular approach to the pre-processing of unstructured text and the possibility of manual adjustment for a specific extraction task. This technological solution gives the necessary flexibility and ease of use. The system consists of configurable text preprocessing, linguistic analysis, target information retrieval and output of the results in user-friendly form modules. One of the important components of the system is an integrated knowledge resource that allows quickly and efficiently adjust the system to the specifics of the relevant subject area. An approach to the application of the ISIDA-T system to the task of fact information extraction (as the most important for analyzing the situation and subsequent management decisions) is proposed using the example of information extraction about resignations and appointments from news feeds.
本文介绍了人工智能方法在公共管理中的应用。综述了人工智能在公共管理及相关领域的各种应用技术。所有这些研究方向都与数字技术(包括人工智能)增长在俄罗斯创造高效和有竞争力的数字经济的任务特别相关。在允许解决最广泛任务的现代智能技术中,与自然语言文本处理相关的技术发挥着重要作用-非结构化nl文本是数据的重要部分,用于分析和决策任务(当然,就数据量而言,视频数据具有领先地位,但是,它们通常适用于解决战术而不是战略管理任务)。本文概述了现有的自然语言处理方法及其在公共管理任务中的实际应用。以人工智能研究中心PSI RAS开发的用于从自然语言文本中提取信息的ISIDA-T系统为例,考虑了用于解决公共管理领域实际问题的自然语言处理工具的集成方法。所考虑的系统的特点是采用模块化方法对非结构化文本进行预处理,并可能对特定的提取任务进行手动调整。这种技术解决方案提供了必要的灵活性和易用性。该系统由可配置的文本预处理、语言分析、目标信息检索和以用户友好的形式输出结果模块组成。该系统的重要组成部分之一是集成的知识资源,它允许快速有效地调整系统以适应相关学科领域的具体情况。以新闻提要中的辞职和任命信息提取为例,提出了将ISIDA-T系统应用于事实信息提取任务的方法(事实信息提取是分析形势和随后的管理决策的最重要的部分)。
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引用次数: 1
Dynamic of hashtag functions development in new media: Hashtag as an identificational mark of digital communication in social networks 新媒体中标签功能发展动态:社交网络中标签作为数字传播的识别标记
E. Budnik, V. Gaputina, V. Boguslavskaya
The article is devoted to the study of the hashtag functioning as an operational tool for new media. The relevance of the study is determined by the insufficient knowledge of the hashtag as a linguistic phenomenon, while it is the most important unit that determines the development of interactive media (in particular, social networks) at the present stage. The purpose of this article is to study the features of the localization of the hashtag on the Instagram social network, as well as the spectrum of its functionality. The main attention is paid to the specific formal characteristics of the hashtag (graphic appearance, position in relation to the text, grammatical features) and the functions performed - both in the network space and beyond. Considering the functionality of the hashtag on Instagram, the authors of the article note that it acts, firstly, as a navigation tool that allows you to instantly search for publications on topics of interest. Secondly, the hashtag is a powerful tool for marketing promotion in the social network of a product or service. Thirdly, the hashtag can act as an evaluation marker that can set the interpretation model of the message marked by the addressee, which indicates its manipulative potential. Fourth, the hashtag discovers the ability to form a network of certain associations fixed in the minds of people to a particular event, person, subject, situation, thus finding itself closely related to the features of the conceptualization of reality. And finally, the hashtag is recognized as a unique phenomenon that went beyond the scope of online space and determined the specifics of the new era of communication in the digital world, as well as in real life. At the same time, the hashtag functions may vary depending on the communicative intentions of the author who uses it in his publication. The results provide an incentive for further research on the hashtag as a phenomenon that reflects the interaction of the language and consciousness of the modern "media" person.
本文致力于研究标签作为新媒体运营工具的功能。研究的相关性是由于对标签作为一种语言现象的认识不足,而标签是现阶段决定互动媒体(尤其是社交网络)发展的最重要的单位。本文的目的是研究Instagram社交网络上标签本地化的特征,以及它的功能范围。主要关注标签的具体形式特征(图形外观,与文本的位置,语法特征)以及在网络空间内外所发挥的功能。考虑到Instagram上标签的功能,文章的作者指出,首先,它是一个导航工具,允许您立即搜索感兴趣主题的出版物。其次,标签是产品或服务在社交网络中营销推广的有力工具。第三,话题标签可以作为评价标记,可以设置收件人所标记的消息的解释模型,这表明了它的操纵潜力。第四,标签发现了在人们的头脑中形成与特定事件、人物、主题、情况的特定联系网络的能力,从而发现自己与现实概念化的特征密切相关。最后,话题标签被认为是一种独特的现象,它超越了网络空间的范围,决定了数字世界和现实生活中新时代交流的细节。同时,标签的功能也会根据作者在其出版物中使用它的交际意图而有所不同。这一结果为进一步研究标签作为一种反映现代“媒体”人的语言和意识相互作用的现象提供了动力。
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引用次数: 2
Using Content and Language Integrated Learning to build students' basic skills in professional training 运用内容与语言的整合学习,培养学生在专业训练中的基本技能
E. Zorina, E. Chirkova
Modern educational space requires new pedagogical technologies. The article discusses the impact of Content and Language Integrated Learning (CLIL) technology on the formation of students basic skills in the process of professional training. A review of the positive aspects and problems of introducing such education in higher educational institutions is given. The analysis of various pedagogical tools contributing to the development of Complex Problem Solving, Critical Thinking and Creativity, which are necessary for the successful interaction of a future specialist with the outside world, for effective socialization, is carried out. It also examines the impact of CLIL technology on students learning motivation, which affects the quality of learning. The conducted experimental study allows us to show the interconnection of professional training in a foreign language with an increase in the level of basic skills formation. The relationship with the Federal State Educational Standard, which is necessary for the successful implementation of CLIL at the university, is also noted. A modern student needs not only modern educational methods, but also innovative assessment, which allows him to track his own progress independently, which is important for a future professional. The article also notes the beneficial effects of ICT (information and communication technology) on the creation and use of didactic materials. In addition, it is indicated that the level of professional skill of the teacher is crucial to the successful implementation of CLIL technology in the educational process.
现代教育空间要求新的教学技术。本文探讨了内容与语言整合学习(CLIL)技术在专业培训过程中对学生基本技能形成的影响。本文对高等院校引入此类教育的积极方面和存在的问题进行了评述。对有助于培养解决复杂问题、批判性思维和创造力的各种教学工具进行分析,这些工具对于未来的专家与外部世界的成功互动和有效的社会化是必要的。本研究也探讨了CLIL技术对学生学习动机的影响,进而影响学习质量。进行的实验研究使我们能够展示外语专业培训与基本技能形成水平的提高之间的相互联系。还指出了与联邦州教育标准的关系,这是在大学成功实施CLIL所必需的。一个现代的学生不仅需要现代的教育方法,还需要创新的评估方法,使他能够独立地跟踪自己的进步,这对未来的专业很重要。文章还指出了ICT(信息和通信技术)对教学材料的创作和使用的有益影响。此外,研究还指出,教师的专业技能水平对CLIL技术在教学过程中的成功实施至关重要。
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引用次数: 1
The Impact of the Digital Interaction Network on the Future Professionals Behavior 数字互动网络对未来专业人员行为的影响
O. Shipunova, E. Pozdeeva, V. Evseev
The paper focuses on the social and psychological factors of human-computer interactions in students' preparation for responsible engineering activities. Engineering in a digital society requires computer skills in any professional field. The authors emphasize the need for a systematic analysis of the students' readiness to predict real situations, to make responsible decisions and to evaluate their consequences independently. The study of factors influencing the behavioral deviancy of future specialists is especially important within the framework of applied computer ethics, which emphasizes the potential negative aspects of the interactive virtual environment impact on perception of information while making responsible decisions. The digital and professional competence combination implies the socio-psychological context inclusion in the assessment of the possibility of introducing and future use of technological innovations into network environment, taking into account the consequences that lead to the transformation of mental and behavioral actions. The authors' goals are determined by the analysis of the digital interactions' influence on shaping a prospective readiness of a future specialist for adequate professional activity within complex conditions of the modern info sphere. The empiric study was conducted utilizing focus groups and online survey of a representative sample of the St. Petersburg Polytechnic University students.
本文着重探讨了人机交互在学生准备负责任的工程活动中的社会和心理因素。数字社会中的工程需要任何专业领域的计算机技能。作者强调,有必要对学生预测真实情况、做出负责任的决定和独立评估其后果的能力进行系统分析。在应用计算机伦理学的框架内,研究影响未来专家行为偏差的因素尤为重要,它强调交互式虚拟环境对信息感知的潜在负面影响,同时做出负责任的决策。数字能力和专业能力的结合意味着在评估技术创新在网络环境中引入和未来使用的可能性时,要考虑到导致心理和行为行为转变的后果,包括社会心理背景。作者的目标是通过分析数字交互对塑造未来专家在现代信息领域的复杂条件下进行充分专业活动的预期准备的影响来确定的。实证研究是利用焦点小组和在线调查圣彼得堡理工大学学生的代表性样本进行的。
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引用次数: 3
Internet Addiction and Youth Coping Strategies 网络成瘾与青少年应对策略
I. Berezovskaya, O. Shipunova, S. Kedich
The paper focuses on social and psychological aspects of human-computer interactions and studies risk factors for the total impact of the digital virtual environment on its perception and regulation of personal behavior. The problem of Internet addiction among young people and the strategy of its overcoming is emphasized. Empirical data of the psychological testing of the St. Petersburg State Transport University students is analyzed. The authors' aim is to educe interdependency between cyber- and Internet-addiction and coping strategies that capture the psycho-technique of young people's readiness to the difficulties of life in the modern digital culture. The study is based on the concepts of cognitive psychology, which highlight the specific mental factors of network reality perception and strategy to overcome life difficulties. The research method is a comparative analysis of coping strategies in different groups of students, differentiated by gender. Psychological testing is used as an empirical method, which reveals a picture of the relationship between the Internet and cyber dependence and coping strategies in self-regulation of youth groups' behavior. IBM SPSS Statistics 19 is used in test data processing. The study finds that the impact of Internet addiction on the development of positive coping strategies is negative. The obtained results can be used to model the algorithm of students' adaptation to the conditions of professional activity in the digital environment.
本文着重于人机交互的社会和心理方面,并研究了数字虚拟环境对个人行为感知和调节的总体影响的风险因素。强调了青少年网瘾问题及其克服策略。对圣彼得堡国立交通大学学生心理测试的实证数据进行了分析。作者的目的是减少网络成瘾和应对策略之间的相互依赖性,这些策略抓住了年轻人在现代数字文化中准备好面对生活困难的心理技术。本研究以认知心理学的概念为基础,强调了网络现实感知的具体心理因素和克服生活困难的策略。研究方法是对不同性别学生群体的应对策略进行比较分析。运用心理测试作为实证方法,揭示了网络与网络依赖的关系以及青少年群体行为自我调节的应对策略。测试数据处理采用IBM SPSS Statistics 19。研究发现,网络成瘾对积极应对策略发展的影响是负向的。所得结果可用于模拟学生对数字环境下专业活动条件的适应算法。
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引用次数: 7
The aspects of destructive influence of technical means and technologies of telecommunications on the person and society as a whole 技术手段和电信技术对个人和整个社会的破坏性影响方面
S. Yablochnikov, M. Kuptsov, S. Vidov, A. Olisaeva
In the context of the Fourth Industrial Revolution, information processing and information and communication technologies (ICT) are actively used in all areas of socio-economic relations. In fact, they are the driver of the formation and dynamic development of the global information society. Information systems, hardware and software systems, mobile devices and applications today allow you to successfully solve many important tasks of practical activity in the economy, social sphere, medicine, education, management infrastructure of megacities and even in politics. The consequence of the effective use of ICT is the formation of completely new social, economic and political activities of mankind, striving for progress and ensuring its existence in harmony with nature. However, the above-mentioned technological innovations and trends, despite the many positive aspects of creating the conditions for the evolution of society as a whole and each individual, can have a very negative impact on the immediate ICT user, on his well-being, on health and performance. A number of studies of such destructive effects have now been carried out. But, many nuances have not yet been fully explored. The authors believe that it is necessary to conduct a systematic analysis of the relevant processes and develop tools for the rapid identification of negative factors, as well as on a scientific basis to form methodical recommendations for the implementation of the complex measures to protect people from the destructive effects of ICT in the formation of modern information and environmental systems. The authors attempt to organize and classify elements of negative impact of ICT on people and society, to assess risks, to determine the likely consequences.
在第四次工业革命背景下,信息处理和信息通信技术(ICT)被积极应用于社会经济关系的各个领域。事实上,它们是全球信息社会形成和动态发展的驱动力。今天的信息系统,硬件和软件系统,移动设备和应用程序使您能够成功解决经济,社会领域,医学,教育,特大城市管理基础设施甚至政治中的许多重要实践活动任务。有效利用信息通信技术的结果是形成全新的人类社会、经济和政治活动,争取进步并确保其与自然和谐相处。然而,尽管上述技术创新和趋势在为整个社会和每个人的发展创造条件方面具有许多积极的方面,但也可能对信通技术的直接使用者及其福祉、健康和业绩产生非常消极的影响。目前已经对这种破坏性影响进行了一些研究。但是,许多细微差别尚未得到充分探讨。作者认为,有必要对相关过程进行系统分析并开发工具以快速识别负面因素,并在科学的基础上形成有系统的建议,以实施复杂的措施,以保护人们免受信息通信技术在形成现代信息和环境系统中的破坏性影响。作者试图组织和分类信息通信技术对人和社会的负面影响因素,评估风险,确定可能的后果。
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引用次数: 2
Computer Technology in Art (Venice Biennale 2019) 艺术中的计算机技术(2019威尼斯双年展)
D. Bylieva, V. Lobatyuk, N. Ershova
Computer technology has penetrated all spheres of human life and firmly settled in fine art, music, and theater. Research that is presented in this article is aimed at analysis of the digital and multimedia technology used in creations by the video and media artists shown at the 2019 Biennale. The main objective stated by the authors is to trace the inner trends in visual arts developed due to the new possibilities both substantially and formally. Though the tendency of art digitalization was traced long enough the Venice Biennale has not yet been studied from this point of view while its importance is hard to overestimate. This research is based upon analysis of more than 200 artistic works with the use of a multidisciplinary approach to investigate computer technology in art as a complicated social phenomenon in the sociology of culture and communication. Authors suggest a classifying of multimedia technology used in the context of meaning and according to growing complexity: background/comments, space widening, attaching other meanings to an art object, immersion of the spectator into the video flow. Thus authors underline an influence of technological progress on the artistic thought leading to the creation of the total environment surrounding spectators and involving them into a certain kind of a new reality.
计算机技术已经渗透到人类生活的各个领域,并牢固地扎根于美术、音乐和戏剧领域。本文提出的研究旨在分析2019年双年展上展示的视频和媒体艺术家在创作中使用的数字和多媒体技术。作者的主要目的是追溯视觉艺术由于实质上和形式上的新可能性而发展的内在趋势。虽然艺术数字化的趋势由来已久,但威尼斯双年展还没有从这个角度进行研究,而它的重要性怎么评价都不为过。本研究是基于对200多件艺术作品的分析,运用多学科的方法来研究艺术中的计算机技术作为文化与传播社会学中一个复杂的社会现象。作者建议将多媒体技术在意义的语境下进行分类,并根据复杂性进行分类:背景/评论、空间扩展、为艺术品附加其他意义、观众沉浸在视频流中。因此,作者强调了技术进步对艺术思想的影响,导致了观众周围的整体环境的创造,并将他们纳入某种新的现实。
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引用次数: 4
Approaches to Risks and Threats Recognition in Human-machine Interaction in the Military-industrial Complex Enterprises Based on the Semantic Model: Results of the Survey of risks and threats recognition in human-machine interaction 基于语义模型的军工综合体企业人机交互风险与威胁识别方法——人机交互风险与威胁识别综述结果
E. Yakovleva, V. Platonov, Ermin E. Sharich, A. E. Karlik, Daria D. Iakovleva
The article considers the communication strategies developing for industrial enterprises of the military-industrial complex under digitalization. The research objective is to develop an approach to account for regularities of human-machine interaction in the strategic procedure in a complex system including the polycentricism, dynamism and consistent development, multifunctionality as well as the hierarchical orderliness. It is based on the system theory and applies methods of system analysis, logical-linguistic analysis and modeling, methodology of adaptive management theory and semiotic approach to risk control. The results of the study are the model of communications in the military-industrial complex, the matrix of systemized risks and threats of communication disruption under human-machine interaction. These results contribute to the practical task of meeting the important requirements for maintaining the competitiveness of enterprises in the information society including maintaining the efficiency of intellectual capital, synergy of interactions, promoting the integration of communication strategies into the organizational system of the enterprise of defense industry. The semantic modeling of the multi-agent system of communications in the military-industrial complex industry on the basis of early recognition of threats of communication disruption in the control system is applied to analyze the organizational tangible and intangible resources. Such approach is designed to recognize the communication disruption and anticipate risks and threats to communication strategies in the digital age. Finally, the results of the study contribute to the anticipation of problematic situations in human-machine interaction, as a result, many communication disorders can be avoided and the efficiency of the application of artificial intelligence and machine learning to control tangible and intangible factors of both the enterprises and the defense industry as a system will be improved.
本文探讨了数字化背景下军工综合体工业企业发展的沟通策略。研究目标是建立一种解释复杂系统战略过程中人机交互规律的方法,包括多中心性、动态性和持续发展性、多功能性和层次性。它以系统论为基础,运用系统分析方法、逻辑语言分析与建模方法、适应性管理理论方法论和符号学方法进行风险控制。研究结果是军工综合体中的通信模型,人机交互下通信中断的系统化风险和威胁矩阵。这些结果有助于满足信息社会中保持企业竞争力的重要要求,包括保持智力资本的效率,互动的协同作用,促进通信策略融入国防工业企业的组织系统。在对控制系统通信中断威胁进行早期识别的基础上,将军工综合体多智能体通信系统的语义建模应用于组织有形和无形资源的分析。这种方法旨在识别通信中断,并预测数字时代通信战略的风险和威胁。最后,研究结果有助于预测人机交互中的问题情况,从而避免许多沟通障碍,提高人工智能和机器学习应用于企业和国防工业作为一个系统控制有形和无形因素的效率。
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引用次数: 0
Digital trance: neo-shamanism in the Russian Internet 数字恍惚:俄罗斯互联网中的新萨满教
Y. Ivashchenko, A. Ivanov, Y. A. Elinskaya
The paper deals with representation of neo-shamanism in today's media. The topicality of the study is justified by transformation of neo-shamanic practices in the context of digital culture, which is manifested, among other things, in resorting to opportunities offered by the new media in marketing one's services. The study material were web sites in the Russian Internet and web pages in Russian social networks related to shamanism. The goal of the study is to reveal how neo-shamanism is shaped and structured in the Internet. For our analysis of the content of the web pages we relied on structural and semiotic methods, statistical methods were drawn upon for the study of Internet communities' audience. There are several types of neo-shaman web sites: pages of shaman centres and religious ogranisations; personal web pagers of neoshamans; web sites about magic and para-psychology. The standard format of Internet marketing and usability requirements gives rise to unification of neo-shamanism representations through structuring them by sample entries whose content is eclectic but easily identifiable by users. Analysis of the statistics of neo-shaman pages in the Russian Internet and in the social network "Vkontakte" has shown that users of 25 - 45 y/o have more interest in shamanism and neo-shamans' services, regardless of sex difference. The content of neo-shaman web pages comprises texts, images and sound. Text messages deal with instructing users in shamanism, promoting neo-shamans' services and offering motivators in the form of citations. The latter occupy a prominent place in news feeds. The visual content includes images on the subject of shamanism, psychedelic paintings and visionary art. The style of the visual content we define as a synthesis of ethnographic, environmental and psychedelic elements. The sound content of the web sites contains music reflecting ethnic shamanic traditions (Siberia, Northen Europe, the Americas), neofolk and ritual ambient. The resulting conclusion of the study is that surfing neo-shaman web sites and pages in social networks is in itself a "lightweight", postmodern version of shamanic trance with its virtual symbols: motivating spells, psychedelic images and meditative ritual music.
本文探讨了新萨满教在当今媒体中的表现。在数字文化背景下,新萨满教实践的转变证明了这项研究的话题性,这表现在利用新媒体提供的机会来营销自己的服务。研究材料是俄罗斯互联网上的网站和俄罗斯社交网络上与萨满教有关的网页。这项研究的目的是揭示新萨满教是如何在互联网上形成和结构的。对于我们的网页内容的分析,我们依赖于结构和符号学方法,统计方法被用于研究互联网社区的受众。有几种类型的新萨满网站:萨满中心和宗教组织的网页;新萨满教的个人网页;关于魔法和超心理学的网站。网络营销和可用性要求的标准格式通过样本条目的结构来统一新萨满教表示,这些样本条目的内容是折衷的,但易于用户识别。对俄罗斯互联网和社交网络“Vkontakte”中新萨满页面的统计分析表明,无论性别差异如何,25 - 45岁的用户对萨满和新萨满服务更感兴趣。新萨满网页的内容包括文字、图像和声音。短信主要用于指导用户学习萨满教,推广新萨满教的服务,并以引用的形式提供激励。后者在新闻推送中占据着突出的位置。视觉内容包括以萨满教、迷幻绘画和幻想艺术为主题的图像。我们将视觉内容的风格定义为民族志、环境和迷幻元素的综合。网站的声音内容包含反映民族萨满教传统(西伯利亚,北欧,美洲),新民俗和仪式环境的音乐。这项研究的最终结论是,在社交网络上浏览新萨满网站和网页,本身就是一种“轻量级”的后现代萨满恍惚,其虚拟符号包括:激励咒语、迷幻图像和冥想仪式音乐。
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引用次数: 1
System analysis of the development of information-communication technologies 信息通信技术发展的系统分析
V. Volkova, A. Leonova, A. Loginova, Y. Chernyy
The article sets the task of substantiating the need for a philosophic-methodological analysis development of information-communication technologies (ICT). A multilevel classification of ICT is proposed. It is concluded that by now the possibilities of traditional ICT, which over the past years have been the engine of economic progress, have exhausted. The latest technologies of the third and fourth industrial revolutions are fundamentally different from traditional ICTs. Their influence is not limited to production and extends to all types of human activity. It is becoming increasingly apparent that the active development of technology will soon change industry, transport, and the economy as a whole. Technologies form a rather vast disordered space that is constantly expanding. At the same time, technological innovations can have both positive and negative effects. Therefore philosophical and methodological understanding, development of methods for analysis and selection of technologies for specific enterprises and organizations is necessary. To comprehend the predicted changes, the necessity of applying interdisciplinary knowledge, and in particular, the theory of open systems, is substantiated. With the combined use of industrial (advanced industrial) and digital technologies, one of the most important regularities of system theory is manifested - the regularity of emergentness, i.e. there is the effect of the appearance of new system properties. Knowledge of the principles and laws of the development of complicated systems in conditions of the use of modern technologies is important not only for specialists involved in the development, selection and implementation of innovations, but also for all segments of the population, as it helps to navigate the predicted new complicated, mobile world.
本文的任务是证明对信息通信技术(ICT)发展进行哲学-方法论分析的必要性。提出了信息通信技术的多层次分类方法。结论是,到目前为止,传统信息和通信技术的可能性已经耗尽,而传统信息和通信技术在过去几年中一直是经济进步的引擎。第三次和第四次工业革命的最新技术与传统的信息通信技术有着根本的不同。它们的影响不仅限于生产,而且延伸到所有类型的人类活动。越来越明显的是,技术的积极发展将很快改变工业、交通运输和整个经济。技术形成了一个相当巨大的无序空间,这个空间在不断扩大。同时,技术创新可以产生积极和消极的影响。因此,哲学和方法论的理解,为具体的企业和组织分析和选择技术的方法的发展是必要的。为了理解预测的变化,应用跨学科知识,特别是开放系统理论的必要性得到了证实。随着工业(先进工业)技术与数字技术的结合,系统理论最重要的规律之一——突发性规律得到了体现,即存在系统新特性出现的影响。在使用现代技术的条件下,复杂系统发展的原则和规律的知识不仅对参与开发、选择和实施创新的专家很重要,而且对所有人群都很重要,因为它有助于在预测的新的复杂、移动的世界中导航。
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引用次数: 5
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Proceedings of the XI International Scientific Conference Communicative Strategies of the Information Society
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