Select Language

AI社区

公开数据集

肺癌数据集

肺癌数据集

1K
537 浏览
2 喜欢
2 次下载
0 条讨论
Medical Classification

Data Set Information:This data was used by Hong and Young to illustrate the power of the optimal discriminant plane even......

数据结构 ? 1K

    Data Structure ?

    * 以上分析是由系统提取分析形成的结果,具体实际数据为准。

    README.md

    Data Set Information:

    This data was used by Hong and Young to illustrate the power of the optimal discriminant plane even in ill-posed settings. Applying the KNN method in the resulting plane gave 77% accuracy. However, these results are strongly biased (See Aeberhard's second ref. above, or email to stefan '@' coral.cs.jcu.edu.au). Results obtained by Aeberhard et al. are :

    RDA : 62.5%, KNN 53.1%, Opt. Disc. Plane 59.4%

    The data described 3 types of pathological lung cancers. The Authors give no information on the individual variables nor on where the data was originally used.

    Notes:
    -  In the original data 4 values for the fifth attribute were -1. These values have been changed to ? (unknown). (*)
    -  In the original data 1 value for the 39 attribute was 4.  This value has been changed to ? (unknown). (*)


    Attribute Information:

    Attribute 1 is the class label.

    All predictive attributes are nominal, taking on integer values 0-3


    Relevant Papers:

    Hong, Z.Q. and Yang, J.Y. "Optimal Discriminant Plane for a Small Number of Samples and Design Method of Classifier on the Plane", Pattern Recognition, Vol. 24, No. 4, pp. 317-324, 1991.
    [Web link]

    Aeberhard, S., Coomans, D, De Vel, O. "Comparisons of Classification Methods in High Dimensional Settings", submitted to Technometrics.

    Aeberhard, S., Coomans, D, De Vel, O. "The Dangers of Bias in High Dimensional Settings", submitted to pattern Recognition.


    Papers That Cite This Data Set1:


    Jinyan Li and Limsoon Wong. Using Rules to Analyse Bio-medical data: A Comparison between C4.5 and PCL. WAIM. 2003.  [View Context].

    Manoranjan Dash and Huan Liu. Hybrid Search of Feature Subsets. PRICAI. 1998.  [View Context].

    Glenn Fung and Sathyakama Sandilya and R. Bharat Rao. Rule extraction from Linear Support Vector Machines. Computer-Aided Diagnosis & Therapy, Siemens Medical Solutions, Inc.  [View Context].

    Citation Request:

    Please refer to the Machine Learning Repository's citation policy


    Data was published in :

    Hong, Z.Q. and Yang, J.Y. "Optimal Discriminant Plane for a Small Number of Samples and Design Method of Classifier on the Plane",
    Pattern Recognition, Vol. 24, No. 4, pp. 317-324, 1991.

    Donor:

    Stefan Aeberhard, stefan '@' coral.cs.jcu.edu.au

    ×

    帕依提提提温馨提示

    该数据集正在整理中,为您准备了其他渠道,请您使用

    注:部分数据正在处理中,未能直接提供下载,还请大家理解和支持。
    暂无相关内容。
    暂无相关内容。
    • 分享你的想法
    去分享你的想法~~

    全部内容

      欢迎交流分享
      开始分享您的观点和意见,和大家一起交流分享.
    所需积分:15 去赚积分?
    • 537浏览
    • 2下载
    • 2点赞
    • 收藏
    • 分享