Breast cancer detection using rank nearest neighbor classification rules

被引：47
|
作者：
Bagui, SC
Bagui, S
Pal, K
Pal, NR
机构：
[1] Indian Stat Inst, Elect & Commun Sci Unit, Kolkata 700035, W Bengal, India
[2] Univ W Florida, Dept Math & Stat, Pensacola, FL 32514 USA
[3] Univ W Florida, Dept Comp Sci, Pensacola, FL 32514 USA
来源：
PATTERN RECOGNITION | 2003年 / 36卷 / 01期
关键词：
classification rules; rank nearest neighbor rules; nearest neighbor rules; breast masses; breast cancer detection; cell nucleus; mean texture; worst mean area; error rate; Bayes error rate;
D O I：
10.1016/S0031-3203(02)00044-4
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this article, we propose a new generalization of the rank nearest neighbor (RNN) rule for multivariate data for diagnosis of breast cancer. We study the performance of this rule using two well known databases and compare the results with the conventional k-NN rule. We observe that this rule performed remarkably well, and the computational complexity of the proposed k-RNN is much less than the conventional k-NN rule. (C) 2002 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码：25 / 34
页数：10
相关论文
共 50 条
  • [1] Breast Cancer Classification using Cluster k-Nearest Neighbor
    Samir, Brahim Belhaouari
    Al-Absi, Hamada R. H.
    Kassoul, Khelil
    [J]. INTERNATIONAL CONFERENCE ON FUNDAMENTAL AND APPLIED SCIENCES 2012 (ICFAS2012), 2012, 1482 : 382 - 385
  • [2] CLASSIFICATION OF DIGITAL MAMMOGRAM BASED ON NEAREST-NEIGHBOR METHOD FOR BREAST CANCER DETECTION
    Nusantara, Anggrek Citra
    Purwanti, Endah
    Soelistiono, Soegianto
    [J]. INTERNATIONAL JOURNAL OF TECHNOLOGY, 2016, 7 (01) : 71 - 77
  • [3] CLASSIFICATION OF MULTIPLE OBSERVATIONS USING A RANK NEAREST-NEIGHBOR RULE
    BAGUI, SC
    [J]. PATTERN RECOGNITION LETTERS, 1993, 14 (08) : 611 - 617
  • [4] Skin Cancer Detection and Classification for Moles Using K-Nearest Neighbor Algorithm
    Linsangan, Noel B.
    Adtoon, Jetron J.
    [J]. ICBRA 2018: PROCEEDINGS OF 2018 5TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS RESEARCH AND APPLICATIONS, 2018, : 47 - 51
  • [5] Some classification algorithms integrating Dempster-Shafer theory of evidence with the rank nearest neighbor rules
    Pal, NR
    Ghosh, S
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2001, 31 (01): : 59 - 66
  • [6] A genetic algorithm based nearest neighbor classification to breast cancer diagnosis
    R. Jain
    J. Mazumdar
    [J]. Australasian Physics & Engineering Sciences in Medicine, 2003, 26 (1):
  • [7] Breast Cancer Detection using K-nearest Neighbor Machine Learning Algorithm
    Al-hadidi, Mohd Rasoul
    Alarabeyyat, Abdulsalam
    Alhanahnah, Mohannad
    [J]. 2016 9TH INTERNATIONAL CONFERENCE ON DEVELOPMENTS IN ESYSTEMS ENGINEERING (DESE 2016), 2016, : 35 - 39
  • [8] Adding Diversity to Rank Examples in Anytime Nearest Neighbor Classification
    Lemes, Cristiano Inacio
    Silva, Diego Furtado
    Batista, Gustavo E. A. P. A.
    [J]. 2014 13TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA), 2014, : 129 - 134
  • [9] Nearest neighbor rules using ordinal information
    Yager, RR
    [J]. JOINT 9TH IFSA WORLD CONGRESS AND 20TH NAFIPS INTERNATIONAL CONFERENCE, PROCEEDINGS, VOLS. 1-5, 2001, : 968 - 972
  • [10] A MULTISTAGE GENERALIZATION OF THE RANK NEAREST-NEIGHBOR CLASSIFICATION RULE
    BAGUI, SC
    PAL, NR
    [J]. PATTERN RECOGNITION LETTERS, 1995, 16 (06) : 601 - 614
12345