Diagnosing a disorder in a classification benchmark

被引:44
|
作者
McDermott, James [1 ]
Forsyth, Richard S. [1 ]
机构
[1] Univ Coll Dublin, Coll Business, Management Informat Syst, Dublin, Ireland
关键词
Machine learning; Classification; UCI; BUPA liver disorder; Benchmarks;
D O I
10.1016/j.patrec.2016.01.004
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A large majority of the many hundreds of papers which use the UCI BUPA Liver Disorders data set as a benchmark for classification misunderstand the data and use an unsuitable dependent variable. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:41 / 43
页数:3
相关论文
共 50 条
  • [31] Classification vs diagnostic criteria: the challenge of diagnosing axial spondyloarthritis
    Poddubnyy, Denis
    RHEUMATOLOGY, 2020, 59 : 6 - 17
  • [32] Comparing Results of Classification Techniques Regarding Heart Disease Diagnosing
    AL Badr, Benan Abdullah
    AL Ghezzi, Raghad Suliman
    AL Moqhem, ALjohara Suliman
    Eljack, Sarah
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2022, 22 (05): : 135 - 142
  • [33] A Benchmark of Data Stream Classification for Human Activity Recognition on Connected Objects
    Khannouz, Martin
    Glatard, Tristan
    SENSORS, 2020, 20 (22) : 1 - 17
  • [34] A survey on the multiple classifier for new benchmark dataset of Vietnamese news classification
    Huu-Thanh Duong
    Vinh Truong Hoang
    2019 11TH INTERNATIONAL CONFERENCE ON KNOWLEDGE AND SMART TECHNOLOGY (KST), 2019, : 23 - 28
  • [35] Human Activity Benchmark Classification Using Multilayer Artificial Neural Network
    Madarshahian, Ramin
    Caicedo, Juan M.
    Haerens, Nicholas
    DYNAMICS OF CIVIL STRUCTURES, VOL 2, 2019, : 207 - 210
  • [36] Accuracy of automated classification of major depressive disorder as a function of symptom severity
    Ramasubbu, Rajamannar
    Brown, Matthew R. G.
    Cortese, Filmeno
    Gaxiola, Ismael
    Goodyear, Bradley
    Greenshaw, Andrew J.
    Dursun, Serdar M.
    Greiner, Russell
    NEUROIMAGE-CLINICAL, 2016, 12 : 320 - 331
  • [37] Diagnosing Attention Deficit Hyperactivity Disorder Using Machine Learning Methods on Serious Game-generated Data
    Kouloumpris, Eleftherios
    Lazaridis, Aristotelis
    Fachantidis, Anestis
    Vlahavas, Ioannis
    INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2024, 33 (01)
  • [38] MEDMNIST CLASSIFICATION DECATHLON: A LIGHTWEIGHT AUTOML BENCHMARK FOR MEDICAL IMAGE ANALYSIS
    Yang, Jiancheng
    Shi, Rui
    Ni, Bingbing
    2021 IEEE 18TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI), 2021, : 191 - 195
  • [39] Who Is the Designer? ARC-100 Database and Benchmark on Architecture Classification
    Yen-Chang Huang
    Shih-Yuan Wang
    Sze-Teng Liong
    Chieh-En Huang
    Yi-Chen Hsieh
    Hsiang-Yu Wang
    Wen-Hung Lin
    Y. S. Gan
    International Journal of Computational Intelligence Systems, 2020, 13 : 1305 - 1314
  • [40] Who Is the Designer? ARC-100 Database and Benchmark on Architecture Classification
    Huang, Yen-Chang
    Wang, Shih-Yuan
    Liong, Sze-Teng
    Huang, Chieh-En
    Hsieh, Yi-Chen
    Wang, Hsiang-Yu
    Lin, Wen-Hung
    Gan, Y. S.
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2020, 13 (01) : 1305 - 1314