Multiagent-based approach to distributed data mining

被引:0
|
作者
Ismail, NA [1 ]
机构
[1] Menoufia Univ, Fac Elect Engn, Dept Comp Sci & Engn, Menoufia 32952, Egypt
关键词
distributed artificial intelligence; distributed/parallel data mining; high performance computing; machine learning; multiagent systems;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Data Mining and Knowledge Discovery in Databases (KDD) involves search for structure patterns or models in large and typically multidimensional data. The current generation of data mining tools has limited capacity and performance,,since these tools tend to be sequential. The aim of this paper is to integrate hardware with multiagent learning software approach to exploit parallel and distributed data mining. By combining techniques from distributed Al and machine learning, software agents equipped with learning algorithms mine local databases. These agents work in parallel and communicate with each other during the discovery process in order to integrate the knowledge obtained The paper explores the effect of distributing knowledge and learning capabilities by investigating different configurations of agents, several learning algorithms, knowledge representation etc.
引用
收藏
页码:129 / 135
页数:7
相关论文
共 50 条
  • [21] A multiagent-based distributed control platform for industrial flexible production systems
    Schoop, R
    Neubert, R
    Colombo, AW
    IECON'01: 27TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-3, 2001, : 279 - 284
  • [22] A Multiagent-Based Consensus Algorithm for Distributed Coordinated Control of Distributed Generators in the Energy Internet
    Sun, Qiuye
    Han, Renke
    Zhang, Huaguang
    Zhou, Jianguo
    Guerrero, Josep M.
    IEEE TRANSACTIONS ON SMART GRID, 2015, 6 (06) : 3006 - 3019
  • [23] Multiagent-based model integration
    Pilatti de Paula, Ana Carolina M.
    Avila, Braulio C.
    Scalabrin, Edson
    Enembreck, Fabricio
    2006 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY, WORKSHOPS PROCEEDINGS, 2006, : 11 - +
  • [24] Planning for the Environmental Quality of Urban Microclimate: A Multiagent-Based Approach
    Borri, Dino
    Camarda, Domenico
    COOPERATIVE DESIGN, VISUALIZATION, AND ENGINEERING (CDVE), 2011, 6874 : 129 - 136
  • [25] Multiagent-Based Decentralized Operation of Microgrids Considering Data Interoperability
    Cintuglu, Mehmet H.
    Mohammed, Osama A.
    2015 IEEE INTERNATIONAL CONFERENCE ON SMART GRID COMMUNICATIONS (SMARTGRIDCOMM), 2015, : 404 - 409
  • [26] Multiagent-based knowledge networks
    Aguirre, JL
    Brena, R
    Cantu, FJ
    EXPERT SYSTEMS WITH APPLICATIONS, 2001, 20 (01) : 65 - 75
  • [27] An Efficient Multi-Cloud Service Composition Using a Distributed Multiagent-Based, Memory-Driven Approach
    Kendrick, Philip
    Baker, Thar
    Maamar, Zakaria
    Hussain, Abir
    Buyya, Rajkummar
    Al-Jumeily, Dhiya
    IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2021, 6 (03): : 358 - 369
  • [28] A multiagent-based dispatching scheme for distributed generators for voltage support on distribution feeders
    Baran, Mesut E.
    El-Markabi, Ismail M.
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2007, 22 (01) : 52 - 59
  • [29] Multiagent-Based Optimal Microgrid Control Using Fully Distributed Diffusion Strategy
    de Azevedo, Ricardo
    Cintuglu, Mehmet Hazar
    Ma, Tan
    Mohammed, Osama A.
    IEEE TRANSACTIONS ON SMART GRID, 2017, 8 (04) : 1997 - 2008
  • [30] A Multiagent-Based Microgrid Operation Method
    Nagata, Takeshi
    Kato, Kosuke
    Utatani, Masahiro
    Ueda, Yuji
    Okamoto, Kazuya
    Nagata, Chihiro
    ELECTRICAL ENGINEERING IN JAPAN, 2014, 189 (03) : 13 - 20