Hybrid algorithm for classification of unbalanced datasets

被引:0
|
作者
Han, Min [1 ]
Zhu, Xin-Rong [1 ]
机构
[1] Faculty of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian Liaoning 116024, China
关键词
Engineering Village;
D O I
暂无
中图分类号
学科分类号
摘要
Classification results - Data distribution - Degree of confidence - Imbalanced data - Radial basis function neural networks - Random forest algorithm - Receiver operator characteristics - Unbalanced datasets
引用
下载
收藏
页码:1485 / 1489
相关论文
共 50 条
  • [11] Research Based on Unbalanced Data Set Classification Algorithm
    Li, Junming
    Wang, Peng
    Liu, Xiaojian
    6TH INTERNATIONAL CONFERENCE ON COMPUTER-AIDED DESIGN, MANUFACTURING, MODELING AND SIMULATION (CDMMS 2018), 2018, 1967
  • [12] Fault Diagnosis of an Autonomous Vehicle With an Improved SVM Algorithm Subject to Unbalanced Datasets
    Shi, Qian
    Zhang, Hui
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 68 (07) : 6248 - 6256
  • [13] A procedure for analyzing unbalanced datasets
    Kitchenham, B
    IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 1998, 24 (04) : 278 - 301
  • [14] A New Hybrid Sampling Approach for Classification of Imbalanced Datasets
    Hanskunatai, Anantaporn
    PROCEEDINGS OF 2018 3RD INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION SYSTEMS (ICCCS), 2018, : 67 - 71
  • [15] Star-Galaxy Classification Using Data Mining Techniques with Considerations for Unbalanced Datasets
    O'Keefe, Peter J.
    Gowanlock, Michael G.
    McConnell, Sabine M.
    Patton, David R.
    ASTRONOMICAL DATA ANALYSIS SOFTWARE AND SYSTEMS XVIII, 2009, 411 : 318 - +
  • [16] Support Vector Data Description for Machinery Multi-Fault Classification with Unbalanced Datasets
    Duan, Lixiang
    Xie, Mengyun
    Bai, Tangbo
    Wang, Jinjiang
    2016 IEEE INTERNATIONAL CONFERENCE ON PROGNOSTICS AND HEALTH MANAGEMENT (ICPHM), 2016,
  • [17] Dealing With Highly Unbalanced Sidescan Sonar Image Datasets for Deep Learning Classification Tasks
    Steiniger, Yannik
    Stoppe, Jannis
    Meisen, Tobias
    Kraus, Dieter
    GLOBAL OCEANS 2020: SINGAPORE - U.S. GULF COAST, 2020,
  • [18] A parallel Kohonen algorithm for the classification of large spatial datasets
    Openshaw, S
    Turton, I
    COMPUTERS & GEOSCIENCES, 1996, 22 (09) : 1019 - 1026
  • [19] ICU Mortality Prediction: A Classification Algorithm for Imbalanced Datasets
    Bhattacharya, Sakyajit
    Rajan, Vaibhav
    Shrivastava, Harsh
    THIRTY-FIRST AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2017, : 1288 - 1294
  • [20] A parallel Kohonen algorithm for the classification of large spatial datasets
    Openshaw, Stan
    Turton, Ian
    Computers and Geosciences, 1996, 22 (09): : 1019 - 1026