Data reduction algorithm for machine learning and data mining

被引：0
|
作者：
Czarnowski, Ireneusz [1 ]
Jedrzejowicz, Piotr [1 ]
机构：
[1] Gdynia Maritime Univ, Dept Informat Syst, PL-81225 Gdynia, Poland
来源：
NEW FRONTIERS IN APPLIED ARTIFICIAL INTELLIGENCE | 2008年 / 5027卷
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：
The paper proposes an approach to data reduction. The data reduction procedures are of vital importance to machine learning and data mining. To solve the data reduction problems the agent-based population learning algorithm was used. The proposed approach has been used to reduce the original dataset in two dimensions including selection of reference instances and removal of irrelevant attributes. To validate the approach the computational experiment has been carried out. Presentation and discussion of experiment results conclude the paper.
引用
收藏
页码：276 / 285
页数：10
相关论文
共 50 条
  • [1] Research on Data Mining Technology Based on Machine Learning Algorithm
    Li, Shangran
    [J]. 2018 INTERNATIONAL CONFERENCE ON COMPUTER INFORMATION SCIENCE AND APPLICATION TECHNOLOGY, 2019, 1168
  • [2] Machine learning and data mining
    Mitchell, TM
    [J]. COMMUNICATIONS OF THE ACM, 1999, 42 (11) : 30 - 36
  • [3] Machine learning for data mining, data science and data analytics
    Radhakrishna, Vangipuram
    Reddy, Gali Suresh
    Kumar, Gunupudi Rajesh
    Rao, Dammavalam Srinivasa
    [J]. Recent Advances in Computer Science and Communications, 2021, 14 (05): : 1356 - 1357
  • [4] Graph-Based Machine Learning Algorithm with Application in Data Mining
    Jin, Shimei
    Chen, Wei
    Han, Jiarui
    [J]. 2017 THIRD IEEE INTERNATIONAL CONFERENCE ON RESEARCH IN COMPUTATIONAL INTELLIGENCE AND COMMUNICATION NETWORKS (ICRCICN), 2017, : 269 - 272
  • [5] Research on the Structured Data Mining Algorithm and the Applications on Machine Learning Field
    Deng, Xiaodui
    [J]. PROCEEDINGS OF THE 2016 2ND INTERNATIONAL CONFERENCE ON SOCIAL SCIENCE AND TECHNOLOGY EDUCATION (ICSSTE 2016), 2016, 55 : 865 - 870
  • [6] Big data mining optimization algorithm based on machine learning model
    Jiao, Changyi
    [J]. Revue d'Intelligence Artificielle, 2020, 34 (01) : 51 - 57
  • [7] Electricity Corpus Construction based on Data Mining and Machine Learning algorithm
    Zhao, Liujun
    Kong, Weizheng
    Wang, Chunming
    [J]. PROCEEDINGS OF 2020 IEEE 5TH INFORMATION TECHNOLOGY AND MECHATRONICS ENGINEERING CONFERENCE (ITOEC 2020), 2020, : 1478 - 1481
  • [8] Forecasting, Data Mining and Machine Learning
    [J]. OPERATIONS RESEARCH PROCEEDINGS 2010, 2011, : 1 - 1
  • [9] Algorithms for Data Mining and Machine Learning
    Schulz, Volker H.
    [J]. SIAM REVIEW, 2020, 62 (03) : 739 - 739
  • [10] Machine learning and data mining in manufacturing
    Dogan, Alican
    Birant, Derya
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2021, 166
12345