Vladimir Gorodetsky

Vladimir Gorodetsky
Russian Academy of Sciences | RAS · Intelligent System Laboratory

Ph.D. Professor

About

137
Publications
18,804
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1,292
Citations

Publications

Publications (137)
Article
Full-text available
A group behavior and control model in a system consisting of autonomous real-world and Internet objects with opposition is considered. The urgency of the problem is due to the growing role of Internet technologies in competition models in economics, politics, computer security, etc. The problem model is analyzed in the context of the Boyd Cycle. Th...
Article
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For over a quarter of a century, multi-agent systems have been considered as one of the most promising technologies for conceptualization, software development and implementation of Artificial Intelligence (AI) solutions. Not so widely but multi-agent technology is also considered as a way of designing complex adaptive systems based on bio-inspired...
Chapter
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The paper proposes conceptual model of advanced digital platform for adaptive management of enterprises within the next generation of digital economy in the upcoming era of Industry 5.0. It analyzes existing digital platforms and their limitations due to their centralized and hierarchical management style supported. The paper considers the concept...
Chapter
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The paper contributes to design of autonomous cyber-physical multi-agent systems for adaptive resource management providing increase of efficiency of business operating in uncertain and dynamic environment. Evolution of multi-agent systems from purely decision-making support and simulation tool to cyber-physical system including Digital Twins and f...
Article
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The paper proposes conceptual model of a digital platform for cyber-physical management of manufacturing enterprises in the upcoming era of Industry 5.0, characterized by the vision of any business, including industrial production or logistics, as a complex adaptive system built on fundamental principles of self-organization and evolution, as well...
Article
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В работе обсуждаются базовые аспекты современного понимания семантических вычислений, семантических технологий и семантических приложений в искусственном интеллекте. Приводится базовая терминология, используемая в работе, и даются конкретные примеры семантических приложений, в том числе, индустриального уровня. Показано, что базовыми компонентами с...
Article
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Since early 1990th, multi-agent technology is evaluated as one of the most perspective design and implementation technologies for industrial scale distributed applications. However, the practice has falsified all the prognoses and expectations. The paper examines the current state-of-the-art in industrial use of the multi-agent technology. It analy...
Conference Paper
The paper presents Semantic Concept Analysis (SCA) framework intended for automatic data-driven design of actionable ontology specifying mobile device user's personal interest's hierarchy together with dual structure reflecting the user's preferences over these interests. The framework integrates known technique for semi-automatic ontology design e...
Article
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A behavioral paradigm of artificial intelligence (AI) systems is considered. In this paradigm, it is assumed that the system’s “intelligence” emerges as a result of the individual behaviors and interaction of a set of distributed entities (robots, software agents, and the like) between themselves and with the external environment. An outline of the...
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The paper topic is associative classification intended for processing of big data. It formulates corresponding problem statement and introduces basic concepts and formal notation used in associative classification. An extended overview and comparative analysis of the early approaches, models and algorithms for associative classification form the ma...
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Advanced recommender systems of the third generation (3G) emphasize employment of semantically clear models of customer crossdomain profile learned using all available data sources. The paper focuses on conceptual level of ontology-based formal model of the customer profile built in actionable form. Learning of cross-domain customer profile as well...
Article
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The three decade history of multi–agent system technology has provided, for IT developers, a lot of promises. However, it has exhibited much less successful practice and about zero industrial applications. Nevertheless, the big potential of multi-agent paradigm and technology is far from the exhaust. Indeed, distributed large scale networked system...
Book
This book constitutes the thoroughly refereed and revised selected papers from the 10th International Workshop on Agents and Data Mining Interactions, ADMI 2014, held in Paris, France, in May 2014 as satellite workshop of AAMAS 2014, the 13th International Conference on Autonomous Agents and Multiagent Systems. The 11 papers presented were careful...
Conference Paper
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The problems related to the phenomenon of Big Data are currently among the top 10 hottest topics of information and communication technology. Big Data phenomenon refers to the data explosion observed today. At present, the term is widely used in different communities of many application domains, including researchers and practitioners. Big Data ana...
Article
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This paper is devoted to the problem of situation assessment and prediction in application where it required to have a flexible means to change the scenario behavior, depending on the progress of the system and the current state of the environment in real time. Paper reviews and analyzes the advantages and disadvantages of existing workflow languag...
Article
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Association rule search is one of the ever increasing areas of the intelligent data analysis and data mining. Unfortunately, traditional approaches of this area often are not capable to cope with new challenging problems emerging while dealing with new classes of modern applications. The latter require new viewpoint on methodology and technology of...
Article
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This paper presents developed by authors P2P agent platform, a special software product. Instances of P2P agent platform are deployed in the nodes of P2P network over standard P2P service and altogether produce distribute knowledge database, intended for organizing of semantic agents’ interaction with each other. Agents of applied system are deploy...
Book
This book constitutes the thoroughly refereed and revised selected papers from the 9th International Workshop on Agents and Data Mining Interaction, ADMI 2013, held in Saint Paul, MN, USA in May 2013. The 10 papers presented in this volume were carefully selected for inclusion in the book and are organized in topical sections named agent mining and...
Conference Paper
The paper presents an efficient privacy preserving distributed algorithm intended to coordinate local production schedules of B2B plant network involved in joint fulfillment of multiple dynamically incoming orders. This task is challenging and has no satisfactory solution of industrial scale so far. The proposed solution exploiting multi-agent soft...
Conference Paper
Smart space is a distributed ambient environment with existing, inside it, dynamic set of inhabitants (living and nonliving) solving various own and common tasks. The mission of smart space is to provide, for its inhabitants, with context–dependent information, communication, services, reminders and personalized recommendations in a user–friendly m...
Book
This book constitutes the thoroughly refereed post-workshop proceedings of the 8th International Workshop on Agents and Data Mining Interaction, ADMI 2012, held in Valencia, Spain, in June 2012. The 16 revised full papers were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on agents for data...
Conference Paper
Many critical multi-agent applications require flexibility in both, individual and collective agent behavior that cannot be addressed by existing models. An example could be an agent system destined for unexpected situation handling and recovery. The paper proposes a framework to model unexpected and exceptional situations relying on goal-oriented...
Conference Paper
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One of the remarkable recent business trends is shifting to cloud as more services as possible. This is peculiar for not only simple services like e-commerce, but also sophisticated ones making available, for the customers, to exploit SaaS (Software as Services) market model. The paper presents the developed abstract architecture of the SaaS transp...
Conference Paper
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One of the major trends of modern data and information fusion technology is to take into account not only the fact of multiple sources but also the available context of a domain. An example case of the above statement is when data to be fused are represented in an object database and can be enriched by an expert with the domain ontology which provi...
Article
Major trends in the development of modern information technologies are to a large extend determined by important practical problems that arise in economics, ecology, safety of society and individuals, and in other fields. Even though these problems seem to be quite different and the requirements for their software implementation are also different,...
Article
Nowadays, there are many problems whose complexity is much higher than the capabilities of modern information technologies. Such problems arise in economics, ecology, managing state-level infrastructures and global computer and telecommunication systems, ensuring the safety of society, and in many other fields. Even though these problems seem to be...
Book
This book constitutes the thoroughly refereed post-workshop proceedings of the 7th International Workshop on Agents and Data Mining Interaction, ADMI 2011, held in Taipei, Taiwan, in May 2011 in conjunction with AAMAS 2011, the 10th International Joint Conference on Autonomous Agents and Multiagent Systems. The 11 revised full papers presented were...
Article
This paper examines the technology for building applied group control systems that consist of a great number of autonomous subsystems organized in a network, the nodes of which can operate under the control of different operating systems and in different communications media. This technology integrates approaches for distributed decision-making mul...
Conference Paper
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Personalization, a topmost concern of modern recommendation systems (RS), is intended to predict individual motivation of a customer for this or that choice. It depends on many factors forming explicit and implicit decision context. The paper proposes RS personalization technology that focuses on ontology-based extraction of semantically interpreta...
Article
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The paper analyzes peculiarities of preprocessing of learning data represented in object data bases constituted by multiple relational tables with ontology on top of it. Exactly such learning data structures are peculiar to many novel challenging applications. The paper proposes a new technology supported by a number of novel algorithms intended fo...
Conference Paper
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Peer-to-Peer (P2P) computing, a novel paradigm for distributed information technology, is currently receiving ever increasing interest from both academia and industry. Recent efforts undertaken to integrate multi-agent and P2P architectures are one of such very promising new opportunities. Indeed, multi-agent system (MAS) may be thought of as a mul...
Article
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On top of two active research streams, agents and data mining, a most recent and exciting trend is their interaction and integration. Agent mining has emerged as a very promising field due to its unique contributions to complementary and innovative methodologies, techniques, and applications for complex problem-solving. This editorial summarizes th...
Article
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Autonomous agents and multiagent systems (or agents) and data mining and knowledge discovery (or data mining) are two of the most active areas in information technology. Ongoing research has revealed a number of intrinsic challenges and problems facing each area, which can't be addressed solely within the confines of the respective discipline. A pr...
Article
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The paper presents an approach and the supporting software tools for integration of intelligent multi-agent systems and the peer-to-peer P2P technologies to support the development of heterogeneous distributed decision making applications operating in dynamic ubiquitous environment. Particularly, the proposed technology integrates two software tool...
Chapter
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Distributed data mining is originated from the need of mining over decentralised data sources. Data mining techniques involving in such complex environment must encounter great dynamics due to changes in the system can affect the overall performance of the system. Agent computing whose aim is to deal with complex systems has revealed opportunities...
Article
В работе рассматривается технология построения прикладных систем группового управления, состоящих из большого числа автономных подсистем, организованных в сеть, узлы которой могут работать под управлением различных операционных систем и в различных коммуникационных средах. Технология интегрирует подходы распределенного принятия решений, многоагентн...
Conference Paper
Currently elaboration of powerful methodologies and development environments is one of the most important research challenges in the area of agent-based systems. Support of a complete life cycle of applications development, reduction of human involvement in their design, implementation and deployment, refinement of languages for agent behavior mode...
Conference Paper
The paper considers agent and data mining interaction in ubiquitous environment and analyses some specific, for such environment, knowledge discovery tasks. It focuses on agent-based applications organized as overlay network of autonomous agents set up on top of ubiquitous environment composed overlay network of FIPA compliant P2P agent platform in...
Conference Paper
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The paper proposes virtual peer-to-peer (P2P) emulation environment intended for testing and verification of implemented mobile P2P agent applications set up on top of the FIPA compliant distributed P2P Agent Platform. The Agent Platform implements agent interaction environment and operates on top of the nodes of dynamic P2P network. It fully decou...
Article
The collective decision making and, in particular, the collective recognition is treated as the problem of joint application of multiple classifier decisions. The decisions are made about the class of an entity, situation, image, etc. The joint decision is used to improve quality of the final decision by aggregation and coordination of different cl...
Article
Distributed peer-to-peer computing in which no centralized control server is assumed, and in some cases, client-server architecture is actually rejected, has been the subject of intense investigations in the field of information technologies in the recent years. This new paradigm of designing large-scale distributed intelligent systems attracts att...
Conference Paper
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In spite of much research and development on agent-oriented software engineering methodologies and supporting software tools, the problem remains of topmost importance. Many efforts are still needed to make such methodologies and software tools practically applicable at an industrial scale. This paper proposes extension of the Gaia methodology with...
Conference Paper
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Our world is always changing but we are about to experience change like never before. We are now more connected than ever, while at the same time distributed across multiple countries, cultures and companies. There is a new generation of students, employees ...
Conference Paper
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Provides a listing of current committee members and society officers.
Article
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The paper presents a model, multi-agent architecture, implementation approach and software prototype of a multi-agent system for autonomous air traffic control within airport airspace capable of automatic detection of potential violations of safety policies by individual aircraft and consequent incident management. It features a model facilitating...
Article
Анализируется проблема создания программной инфраструктуры для поддержки сетевых интеллектуальных приложений, функционирующих в среде повсеместных вычислений и коммуникаций, и предлагается программная платформа, поддерживающая совместную работу сети гетерогенных устройств и программ с динамическим составом узлов сети и ее топологии. Особенностью пр...
Article
Под коллективным принятием решений, в частности под коллективным распознаванием, понимается задача совместного использования решений множества классификаторов о классе одной и той же сущности, ситуации, о классе образа и т.п. в интересах повышения качества итогового решения путем объединения и согласования решений отдельных классификаторов с помощь...
Conference Paper
Peer-to-Peer (P2P) computing is a novel computing paradigm receiving ever increasing attention of the research community. It provides new opportunities in design and implementation of large scale intelligent systems satisfying modern requirements to scalability, autonomy, mobility, fault tolerance, etc. This paradigm becomes particularly attractive...
Conference Paper
The paper presents multi agent system approach and software prototype aimed at the air traffic control in airport airspace. The system consists of agents playing roles of assistant aircraft crews and assistant air traffic control operator of approach zone. According to selected organizational structure of multi agent system two different approaches...
Conference Paper
Peer-to-peer (P2P) computing, a recently developed network architecture for distributed systems, is currently receiving ever increasing attention of both academia and industry. It has become a driving force for many new ideas and opportunities in design and implementation of modern large scale applications composed of highly autonomous entities. Re...
Conference Paper
Full-text available
Ever increasing use of heterogeneous networks including mobile devices and ad-hoc sensor networks signifies the role of such information systems’ properties as openness, autonomy, cooperation, coordination, etc. Agent-based service-oriented Peer-to-Peer (P2P) architecture provides attractive (if not unique) design and implementation paradigm for su...
Article
The MASDK source environment developed by the authors, ensuring development of multiagent applications according to the Gaia methodology, is analyzed. Basic characteristics of an environment system nucleus, an integrated system of graphic editors, a communication platform, as well as requirements to technical and software facilities, ensuring the d...
Article
An example of use of MASDK source environment for development of a multiagent system of data formation for evaluating the level of water rise during spring tide and prediction of possible flooding is analyzed. The system structure and stages of its development are described.
Book
Since early 1990, multi-agent systems (MAS), data mining, and knowledge d- covery (KDD) have remained areas of high interest in the research and - velopment of intelligent information technologies. Indeed, MAS o?ers powerful metaphors for information system conceptualization, a range of new techniques, and technologies speci?cally focused on the de...
Book
This volume contains papers presented at the Fourth International Workshop on Mathematical Methods, Models and Architectures for Computer Network Security (MMM-ACNS 2007) held in St. Petersburg, Russia, during September 13–15, 2007. The workshop was organized by the St. Petersburg Institute for Informatics and Automation of the Russian Academy of S...
Article
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The experience proved that integration of multi-agent and data mining technologies provides mutual enrichment of them both and leads to emergence of new design technologies and systems with better properties. However, this integration put forward novel problems of different kinds. The paper considers agent-based distributed design technology of dis...
Conference Paper
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The paper addresses a new class of distributed intelligent systems emerging at the cross boundary of a number of new advanced topics of modern information technology, i.e. peer-to-peer systems, multi-agent systems, distributed data mining and classification, service-oriented architectures, etc. The paper objective is, based on proof-of-concept case...
Chapter
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The paper considers one of the topmost security related problems that is situation assessment. Specific classification and data mining issues associated with this task and methods of their solution are the subjects of the paper. In particular, the paper discusses situation assessment data model specifying situation, approach to learning of situatio...