The structural-parametric synthesis of neural networks of deep learning, in particular convolutional neural networks used in image processing, is considered. The classification of modern architectures of convolutional neural networks is given. It is shown that almost every convolutional neural network, depending on its topology, has unique blocks that determine its essential features, Residual block, Inception module, ResNeXt block. It is stated the problem of structural-parametric synthesis of convolutional neural networks, for the solution of which it is proposed to use a (...) genetic algorithm. The genetic algorithm is used to effectively overcome a large search space: on the one hand, to generate possible topologies of the convolutional neural network, namely the choice of specific blocks and their locations in the structure of the convolutional neural network, and on the other hand to solve the problem of structural-parametric synthesis of convolutional neural network of selected topology. The most significant parameters of the convolutional neural network are determined. An encoding method is proposed that allows to repre- sent each network structure in the form of a string of fixed length in binary format. After that, several standard genetic operations were identified, i.e. selection, mutation and crossover, which eliminate weak individuals of the previous generation and use them to generate competitive ones. An example of solving this problem is given, a database of patients with thyroid disease was used as a training sample. (shrink)

The importance of communities in strengthening the ethics of international collaborative research is increasingly highlighted, but there has been much debate about the meaning of the term ‘community’ and its specific normative contribution. We argue that ‘community’ is a contingent concept that plays an important normative role in research through the existence of morally significant interplay between notions of community and individuality. We draw on experience of community engagement in rural Kenya to illustrate two aspects of this interplay: (i) that (...) taking individual informed consent seriously involves understanding and addressing the influence of communities in which individuals’ lives are embedded; (ii) that individual participation can generate risks and benefits for communities as part of the wider implications of research. We further argue that the contingent nature of a community means that defining boundaries is generally a normative process itself, with ethical implications. Community engagement supports the enactment of normative roles; building mutual understanding and trust between researchers and community members have been important goals in Kilifi, requiring a broad range of approaches. Ethical dilemmas are continuously generated as part of these engagement activities, including the risks of perverse outcomes related to existing social relations in communities and conditions of ‘half knowing’ intrinsic to processes of developing new understandings. (shrink)

В монографии рассматривается соотношение индивидуальных и универсальных начал в праве как эффективное средство решения многих правовых проблем, как руководство в законодательной и судебной деятельности.

BackgroundThe potential contribution of community engagement to addressing ethical challenges for international biomedical research is well described, but there is relatively little documented experience of community engagement to inform its development in practice. This paper draws on experiences around community engagement and informed consent during a genetic cohort study in Kenya to contribute to understanding the strengths and challenges of community engagement in supporting ethical research practice, focusing on issues of communication, the role of field workers in 'doing ethics' on (...) the ground and the challenges of community consultation.MethodsThe findings are based on action research methods, including analysis of community engagement documentation and the observations of the authors closely involved in their development and implementation. Qualitative and quantitative content analysis has been used for documentation of staff meetings and trainings, a meeting with 24 community leaders, and 40 large public and 70 small community group meetings. Meeting minutes from a purposive sample of six community representative groups have been analysed using a thematic framework approach.ResultsField workers described challenges around misunderstandings about research, perceived pressure for recruitment and challenges in explaining the study. During consultation, leaders expressed support for the study and screening for sickle cell disease. In community meetings, there was a common interpretation of research as medical care. Concerns centred on unfamiliar procedures. After explanations of study procedures to leaders and community members, few questions were asked about export of samples or the archiving of samples for future research.ConclusionsCommunity engagement enabled researchers to take account of staff and community opinions and issues during the study and adapt messages and methods to address emerging ethical challenges. Field workers conducting informed consent faced complex issues and their understanding, attitudes and communication skills were key influences on ethical practice. Community consultation was a challenging concept to put into practice, illustrating the complexity of assessing information needs and levels of deliberation that are appropriate to a given study. (shrink)

The purpose of the article is the analysis of the causes of the systemic crisis that hit modern civilization through the description of its main structures, identifying the relationship between its elements, assessments of their heuristic potential. This will open up opportunities for finding ways to resolve this crisis, new directions of civilizational development. Theoretical basis of the research are the systems analysis, socio-philosophical and philosophical-anthropological approaches as well as the analysis of scientific developments in the field of global studies. (...) Originality lies in the fact that this article is the first to show the connection between the main structural elements of human civilization as a system. Change in one of the parameters leads to a change in all the others, together with a change in civilization as a whole. Conclusions. The reason for the deep crisis that hit modern civilization is its imbalance as a system. The most important elements of this system are population size, resources and technology, and the core is consciousness in its individual and collective forms. The perception, processing, and use of information, which is a defining civilizational resource, as well as the stability of the entire system depend on the state of consciousness. Consciousness, based on old, obsolete principles and stereotypes, is unable to cope with the most acute challenges of time. New consciousness, since it is formed, will mark the transition to a new theoretical picture of the world and a model of human behavior, in which people will act, driven by proven knowledge, and not willfulness and prejudice. The idea of forming a productive information environment where the ideas of constructiveness and creative work will dominate rather than consumerism and destruction, as is the case at present, must become the categorical imperative of the new consciousness. (shrink)

В монографии проводится системный анализ социальной философия одного из самых значительных отечественных социальных мыслителей Б. Н. Чичерина. Для читателей, интересующихся историей отечественной социально-философской мысли.

Man's relation to culture is not limited simply to knowing it. There are other modalities of this relationship. For one, man in some way lives in culture, he exists in it, even if for some time he does notwardrealize this. Second, he participates in one way or another in the process of forming it, he creates it. Only later does culture become an object of knowledge for him. What makes him study and understand culture if previously he had gotten along (...) without it? Why, in general, does knowledge of culture appear? It is necessary to distinguish between the history of culture, the roots of which are in the distant past, and the history of the knowledge of culture, the source of which is man's discovery of culture. Why and when did this discovery occur? (shrink)

Purpose. The purpose of the article is the analysis of the reasons and grounds of the crisis in the sphere of meaning-making, as well as searching answers to the questions about the meaning of human life in the contemporary world, which are maximally relevant in connection with the escalation of global problems, revealing the points of convergence between various theoretical positions, evaluation of their heuristic potential. Theoretical basis of the research is the historical-philosophical, comparative and system approaches, as well as (...) the analysis of philosophical insights in the field of global studies. Originality. Originality lies in the fact that this article is the first attempt to conduct comprehensive analysis in the problem of the sense of the Existence as it is presented in the first quarter of the 21st century and to relate it with the modern social situation that is characterized by a complex range of interconnected and interdependent anthropological problems of our time. Authors emphasize that the main reason in the crisis of meaning is that a man has lost touch with his roots, which is wildlife. He has created an artificial structure, civilization to satisfy his needs and finds no way to the transcendental, which is the true House of his being. Conclusions. A human must refuse from false self-conceit concerning his potential omniscience and omnipotence, cease dictating his own rules to the Existence, determine the boundaries of his freedom and try to clearly realize his place in the objective structure of being. The global situation can change for the better only if a dramatic change in the area of meaning-making happens. The decisive force, which may encourage nudging to the positive changes, can be either the free will of people who have realized the criticality of the situation or external natural and social circumstances that will make people reorganize radically. The proper prioritizing, a deep awareness of universal goals and solidarity between people could be the value basis that will become the foundation to find the meaning and create a more favorable future. (shrink)

The constructions of sequential calculi are based on the idea of application to the deduction process not only single logical constants but complexes of them as well. Surely, making use of this idea is not obligatory in paraconsistent logic. Nevertheless, using it in this field gives us a convenient tool for seeking proofs in formulation of many paraconsistent logics. Each of sequential propositional logics discussed in this paper is obtained as a result of a transformation of a starting calculus GCL (...) – one of sequential formalizations of classical propositional logic. Let α be a standard propositional language with a vocabulary {p1, p2, p3, . . . , −,∨, &, ⊃,¬,), we shall denote any formulas of α and by the letters Γ,∆, Σ, Θ finite sets of α-formulas. (shrink)

The concept of interpretation is applicable to any forms of knowledge, including systems of religious knowledge, designing the ideal model of the subject of religious veneration. The author analyzes the epistemological features of theology as a form of spiritual culture, its formation in ancient culture. It is shown that the epistemological basis for overcoming mythological consciousness was the decentralization of thinking, i.e. development of the ability of consciousness in the construction of the image, the picture of the world to correct (...) the position of the subject, to take into account the relativity of the reference system, from the standpoint of which the subject perceives the object and transforms it into an operational system of thinking. Decentration of thinking provided the overcoming of the subjective mental boundaries of the field, giving the thinking nature of universality. Historical stages and moments of this process - the transformation of mythology into forms of folk art, mythopoetic epic, in the form of religious consciousness. In line with such transformations of archaic consciousness, cultural and historical prerequisites of theology emergence were formed. They are represented in mythopoetic art, ancient mythography, early traditions of critical and rationalistic interpretation of the myth, etc. The article shows the formation of allegorical theology, which became possible in the era of individualization of artistic creativity, when the visible was the difference between the motive and the purpose of activity, creative idea and its embodiment, figuratively-poetic and rationally-conceptual ways of reflecting the world, when the image of reality and its personal meaning began to be realized as different States of consciousness. The main function of any theology is the interpretation of abstract models of the subject of religious veneration. (shrink)

_Purpose._ This article aims to provide a philosophical analysis of disharmonious relations between people in society, to reveal the causes of existing conflicts and to find ways to reduce the manifestations of chaos in human relations._ Theoretical basis _of the article is socio-cultural anthropology, the principles of the unity of the historical and logical, the ascent from the abstract to the concrete, the unity of analysis and synthesis. To solve the tasks set, authors also used the principles of objectivity, systematicity, (...) and comprehensive development._ Originality._ The article goes beyond one-sided views on the relationship between people in society, reveals the causes of existing conflicts from a philosophical perspective and searches for ways to reduce chaosogenic manifestations in society. It is assumed that chaos and order in human relations arise not only due to the contradictory interaction between the fundamental components of the Universe – matter and energy, but also due to a lack of understanding of the laws of information use. Therefore, without the discovery and rational use of the basic laws and principles governing the functioning of information in the Universe, it is impossible to overcome chaos in human relations._ Conclusions._ Given the profound impact of information on human relations, it is possible to help reduce the manifestations of chaos in human relationships. The proper handling of information, along with the rational use of matter and energy, is crucial for overcoming the current state of disharmony and creating a more favourable and orderly future for humanity. Thus, the vector of harmonisation of human relations lies in the plane of comprehensive knowledge of mass-energy and information processes occurring in the Universe, focusing not on subjective, ill-considered short-term goals, but submitting to them for consistent inclusion in these processes. (shrink)

Издание содержит: Российская власть, общество и право в контексте исторических изменений и реформ, вмененности российского сознания, практики возобновляемой культуры.

Мета. Стаття спрямована на формулювання несуперечливого принципу толерантності з урахуванням внутрішніх філософських та психологічних труднощів, пов’язаних з її реалізацією на практиці. Теоретичний базис. Автор виходить із нерозв’язної проблемності самого поняття "толерантність" і її психологічної реалізації. Запропоновано психорелігійний метод просування ідеї толерантності, але не класичний, а постметафізичний. Цей метод був заявлений у роботах Ж. Дерріди, П. Рікера, Дж. Капуто, Дж. Ваттімо, Р. Керні, Е. Шеперда, Е. Ньюмена, М. Мояерта та ін. Історичний християнський тип толерантності (реалізації принципу любові до ближнього) зберігає в (...) собі значний потенціал прихованої агресії. Це простежується у текстах Писання та святих отців. Розподіл на своїх і чужих за принципом сповідання залишається актуальним і досі. До того ж релігійний компонент толерантності має тенденцію представляти її як самоцінність, а не просто важливий соціально-психологічний параметр. Автор вказує на те, що застосування християнських постметафізичних підходів до цієї проблеми є найбільш філософсько цілісним та психологічно ефективним. Наукова новизна. У статті розглянуто внутрішній смисловий парадокс ідеї толерантності та методів її просування. Просування толерантності породжує підозру в нетолерантності, яка, будучи нетолерантною за своєю суттю, виявляється необхідним компонентом поширення ідеї толерантності. Подано типологізацію методів упровадження та просування толерантності (авторитарний, пасивний, психологічний та релігійний), їх основні недоліки й переваги. Означено основні проблеми, що виникають лише на рівні філософії та психології. Висновки. Історичне християнство малоефективне задля досягнення толерантності з низки причин: воно недостатньо уважне до особистості, оскільки зберігає міркування про людину в категоріях соціальних формацій (обраний народ тощо). Справжність Бога в класичних текстах маніфестувалась Його насильством у минулому чи майбутньому. Метафізична основа принципу толерантності та постметафізичне розуміння гостинності повертають толерантність до свого натурального витоку та дають релевантну основу як міжрелігійному діалогу, так і зняттю психологічної напруги між різними культурними кодами. Колишні моделі, які запропоновані в Декларації ЮНЕСКО, мають низку внутрішніх протиріч і недостатньо ефективні практично. (shrink)