Reproducible Pattern Recognition Research: The Case of Optimistic SSL

被引：0
|
作者：
Krijthe, Jesse H. [1 ,2 ]
Loog, Marco [1 ,3 ]
机构：
[1] Delft Univ Technol, Pattern Recognit Lab, Delft, Netherlands
[2] Leiden Univ, Med Ctr, Dept Mol Epidemiol, Leiden, Netherlands
[3] Univ Copenhagen, Image Sect, Copenhagen, Denmark
来源：
REPRODUCIBLE RESEARCH IN PATTERN RECOGNITION, RRPR 2016 | 2017年 / 10214卷
关键词：
Reproducibility; Pattern recognition; Semi-supervised learning;
D O I：
10.1007/978-3-319-56414-2_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 paper, we discuss the approacheswe took and trade-offs involved in making a paper on a conceptual topic in pattern recognition research fully reproducible. We discuss our definition of reproducibility, the tools used, how the analysis was set up, show some examples of alternative analyses the code enables and discuss our views on reproducibility.
引用
收藏
页码：48 / 59
页数：12
相关论文
共 50 条
  • [1] Reproducible research: A bioinformatics case study
    Gentleman, Robert
    STATISTICAL APPLICATIONS IN GENETICS AND MOLECULAR BIOLOGY, 2005, 4
  • [2] The research of study methods for pattern recognition
    Meng, Fanhua
    Wu, Xueli
    Ding, Xue
    Zhen, Ran
    INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2012, 16 (03) : 229 - 233
  • [3] Research and Application on Bionic Pattern Recognition
    Wu Xiaojia
    Tian Qichuan
    MATERIAL AND MANUFACTURING TECHNOLOGY II, PTS 1 AND 2, 2012, 341-342 : 355 - 358
  • [4] Optical music recognition: The case study of pattern recognition
    Homenda, W
    COMPUTER RECOGNITION SYSTEMS, PROCEEDINGS, 2005, : 835 - 842
  • [5] Multispectral Image Recognition Research Based on Biomimetic Pattern Recognition
    Cao, Wenming
    Feng, Hao
    PROCEEDINGS OF THE SECOND INTERNATIONAL SYMPOSIUM ON ELECTRONIC COMMERCE AND SECURITY, VOL II, 2009, : 133 - 136
  • [6] On Reproducible Research
    Vanderborght, Bram
    IEEE ROBOTICS & AUTOMATION MAGAZINE, 2018, 25 (03) : 4 - 4
  • [7] Reproducible Research
    Braatz, Richard D.
    IEEE CONTROL SYSTEMS MAGAZINE, 2014, 34 (04): : 6 - 7
  • [8] Research for pattern recognition of shape signal method
    Wang, Yiqun
    Yin, Guofang
    Sun, Xuguang
    Jixie Gongcheng Xuebao/Chinese Journal of Mechanical Engineering, 2003, 39 (08): : 91 - 94
  • [9] Research on the Application of Image Processing and Pattern Recognition
    Jing, Ge
    2019 4TH INTERNATIONAL WORKSHOP ON MATERIALS ENGINEERING AND COMPUTER SCIENCES (IWMECS 2019), 2019, : 521 - 525
  • [10] The Pattern Recognition Application Research in Image Processing
    Du, Ruijuan
    Cui, Shilin
    2018 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL & ELECTRONICS ENGINEERING AND COMPUTER SCIENCE (ICEEECS 2018), 2018, : 214 - 219
12345