基于案例的分布式数据挖掘系统体系结构

Pavel Varshavskii, Sergey Polyakov
{"title":"基于案例的分布式数据挖掘系统体系结构","authors":"Pavel Varshavskii, Sergey Polyakov","doi":"10.24160/1993-6982-2023-4-155-161","DOIUrl":null,"url":null,"abstract":"The article addresses matters concerned with developing the architecture of a distributed data mining system using case-based reasoning. Currently, due to the development and availability of cloud technologies, one of the most promising areas in the field of artificial intelligence is the development of distributed intelligent systems (DIS). These systems are characterized by a distribution of computing and information resources, which results in more efficient performance of the system due to the possibility to simultaneously process a large amount of data. It is proposed to construct a DIS according to the principle of multi-agent systems (MAS) consisting of autonomous nodes (agents). The article presents the DIS architecture constructed on the basis of intelligent agents and consisting of blocks representing a set of microservices. Matters concerned with software implementation of the case-based block microservices are discussed in detail.","PeriodicalId":499319,"journal":{"name":"Vestnik MÈI","volume":"28 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The Architecture of a Distributed System for Data Mining Based on Cases\",\"authors\":\"Pavel Varshavskii, Sergey Polyakov\",\"doi\":\"10.24160/1993-6982-2023-4-155-161\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The article addresses matters concerned with developing the architecture of a distributed data mining system using case-based reasoning. Currently, due to the development and availability of cloud technologies, one of the most promising areas in the field of artificial intelligence is the development of distributed intelligent systems (DIS). These systems are characterized by a distribution of computing and information resources, which results in more efficient performance of the system due to the possibility to simultaneously process a large amount of data. It is proposed to construct a DIS according to the principle of multi-agent systems (MAS) consisting of autonomous nodes (agents). The article presents the DIS architecture constructed on the basis of intelligent agents and consisting of blocks representing a set of microservices. Matters concerned with software implementation of the case-based block microservices are discussed in detail.\",\"PeriodicalId\":499319,\"journal\":{\"name\":\"Vestnik MÈI\",\"volume\":\"28 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-09-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Vestnik MÈI\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.24160/1993-6982-2023-4-155-161\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Vestnik MÈI","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.24160/1993-6982-2023-4-155-161","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

本文讨论了与使用基于案例的推理开发分布式数据挖掘系统体系结构有关的问题。目前,由于云技术的发展和可用性,分布式智能系统(DIS)的发展是人工智能领域最有前途的领域之一。这些系统的特点是计算和信息资源的分布,由于可以同时处理大量数据,从而提高了系统的效率。根据由自治节点(agent)组成的多智能体系统(multi-agent system, MAS)的原理,提出了一种分布式决策系统(DIS)。本文提出了以智能代理为基础,由代表一组微服务的块组成的DIS体系结构。详细讨论了基于案例的块微服务的软件实现问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
The Architecture of a Distributed System for Data Mining Based on Cases
The article addresses matters concerned with developing the architecture of a distributed data mining system using case-based reasoning. Currently, due to the development and availability of cloud technologies, one of the most promising areas in the field of artificial intelligence is the development of distributed intelligent systems (DIS). These systems are characterized by a distribution of computing and information resources, which results in more efficient performance of the system due to the possibility to simultaneously process a large amount of data. It is proposed to construct a DIS according to the principle of multi-agent systems (MAS) consisting of autonomous nodes (agents). The article presents the DIS architecture constructed on the basis of intelligent agents and consisting of blocks representing a set of microservices. Matters concerned with software implementation of the case-based block microservices are discussed in detail.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
The Kuznetsk Lean Coal Combustion Scheme Optimization Using Straight-Flow Burners and Nozzles with Solid Slag Removal A Comparative Analysis of Electricity Load Profiles in Some European and Asian Countries. Part 2. Daily Load Profiles Numerical Simulation of the Loss of Offsite Power to the VVER-1200 Nuclear Power Unit Auxiliaries Identification of the Single-mode Optical Fiber Manufacturer from the Fiber Characteristics Torrefaction of Food Waste in Vietnam for Using It as an Alternative Energy Source
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1