Multi-layered framework for distributed data mining

被引:0
|
作者
Serazi, M [1 ]
Perera, A [1 ]
Ding, Q [1 ]
Malakhov, V [1 ]
Perrizo, W [1 ]
机构
[1] N Dakota State Univ, Dept Comp Sci, Fargo, ND 58105 USA
关键词
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
There is an increase in the demand for data mining applications on the web. With the increase in the size of data sets there is also a demand for scalable generic solutions. Scalability and generic data mining models can be provided with the use of distributed computing. In this paper we propose the use of a multilayered framework for a distributed data mining system. A multi-layered architecture can take advantage of the latest technological advances in hardware to provide efficient solutions and also allow the easy addition of new data mining and data capture components to the basic system. A multi-layered architecture also facilitates an iterative development process. In this paper we show the use of a high end data mining engine with generic data mining models on the server side and a client that can capture the client requirements over the web.
引用
收藏
页码:63 / 67
页数:5
相关论文
共 50 条
  • [1] A multi-layered and multi-faceted framework for mining evolving web clickstreams
    Nasraoui, Olfa
    [J]. Adaptive and Personalized Semantic Web, 2006, 14 : 11 - 35
  • [2] Multi-Layered Data Mining Architecture in the Context of Internet of Things
    Matei, Oliviu
    Anton, Carmen
    Scholze, Sebastian
    Cenedese, Claudio
    [J]. 2017 IEEE 15TH INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS (INDIN), 2017, : 1193 - 1198
  • [3] Performance optimization of data mining applications using a multi-layered multi-agent data mining architecture
    Li, Q
    Khosla, R
    [J]. PROCEEDINGS OF THE 2005 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE FOR MEASUREMENT SYSTEMS AND APPLICATIONS, 2005, : 227 - 231
  • [4] Multi-layered PCB distributed filter
    Bulja, S.
    Kozlov, D.
    [J]. ELECTRONICS LETTERS, 2021, 57 (03) : 135 - 138
  • [5] Orchestrating ecosystems: a multi-layered framework
    Autio, Erkko
    [J]. INNOVATION-ORGANIZATION & MANAGEMENT, 2022, 24 (01): : 96 - 109
  • [6] A Multi-layered Cloud Protection Framework
    Khan, Saad
    Parkinson, Simon
    Crampton, Andrew
    [J]. COMPANION PROCEEDINGS OF THE 10TH INTERNATIONAL CONFERENCE ON UTILITY AND CLOUD COMPUTING (UCC'17 COMPANION), 2017, : 232 - 238
  • [7] A multi-layered blockchain framework for smart mobility data-markets
    Lopez, David
    Farooq, Bilal
    [J]. TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2020, 111 (111) : 588 - 615
  • [8] Multi-Layered Monitoring Framework with Indices Relationship Analysis for Distributed Service Performance Evaluation
    Chen, Ming-Jen
    Shih, Chia-Chun
    Yang, Chien-Huei
    Hong, Gene
    Chu, Yuan-Sun
    [J]. 2011 INTERNATIONAL CONFERENCE ON TECHNOLOGIES AND APPLICATIONS OF ARTIFICIAL INTELLIGENCE (TAAI 2011), 2011, : 161 - 166
  • [9] A Multi-Layered Framework for color pastel painting
    Yang, Heekyung
    Min, Kyungha
    [J]. KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2017, 11 (06): : 3143 - 3165
  • [10] Military agent framework with multi-layered intelligence
    Zhu, Jiang
    Wang, Yingchun
    Feng, Jin
    Wen, Chuanhua
    [J]. ENERGY SCIENCE AND APPLIED TECHNOLOGY (ESAT 2016), 2016, : 465 - 468