• 汽车评估数据集


    原文:

    Car Evaluation Data Set

    Derived from simple hierarchical decision model, this database may be useful for testing constructive induction and structure discovery methods.

    Data Set Information:

    Car Evaluation Database was derived from a simple hierarchical decision model originally developed for the demonstration of DEX, M. Bohanec, V. Rajkovic: Expert system for decision making. Sistemica 1(1), pp. 145-157, 1990.). The model evaluates cars according to the following concept structure:

    CAR car acceptability

    . PRICE overall price

    . . buying buying price

    . . maint price of the maintenance

    . TECH technical characteristics

    . . COMFORT comfort

    . . . doors number of doors

    . . . persons capacity in terms of persons to carry

    . . . lug_boot the size of luggage boot

    . . safety estimated safety of the car

    Input attributes are printed in lowercase. Besides the target concept (CAR), the model includes three intermediate concepts: PRICE, TECH, COMFORT. Every concept is in the original model related to its lower level descendants by a set of examples .

    The Car Evaluation Database contains examples with the structural information removed, i.e., directly relates CAR to the six input attributes: buying, maint, doors, persons, lug_boot, safety.

    Because of known underlying concept structure, this database may be particularly useful for testing constructive induction and structure discovery methods.

    Attribute Information:

    Class Values:

    unacc, acc, good, vgood

    Attributes:

    buying: vhigh, high, med, low.

    maint: vhigh, high, med, low.

    doors: 2, 3, 4, 5more.

    persons: 2, 4, more.

    lug_boot: small, med, big.

    safety: low, med, high.

    译:

    汽车评估数据集

    该数据库源于简单的分层决策模型,可用于测试构造性归纳和结构发现方法。

    数据集信息:

    汽车评估数据库源自一个简单的分层决策模型,最初是为DEX、M.Bohanec、V.Rajkovic:决策专家系统的演示而开发的。Sistemica 1(1),第145-157页,1990年)。该模型根据以下概念结构评估汽车:

    汽车可接受性

    .价格和总价格

    …买入价

    …维护的维护价格

    .技术和技术特征

    舒适,舒适

    …门数量

    …人员承载能力

    …凸耳_boot行李箱大小

    …安全性:估计的汽车安全性

    输入属性以小写形式打印。除了目标概念(汽车),该模型还包括三个中间概念:价格、技术和舒适度。每个概念都在原始模型中,通过一组示例与其较低级别的后代相关。

    汽车评估数据库包含删除了结构信息的示例,即汽车与六个输入属性直接相关:购买、维护、车门、人员、行李箱、安全。

    由于已知的基础概念结构,该数据库对于测试构造归纳和结构发现方法可能特别有用。

    属性信息:

    类值:

    UNC、acc、good、vgood

    属性:

    购买:高、高、中、低。

    维护:高、高、中、低。

    门:2、3、4、5或更多。

    人数:2人、4人或更多。

    lug_boot:小、中、大。

    安全性:低、中、高。

    数据示例:

    1. vhigh,vhigh,2,2,small,low,unacc
    2. vhigh,vhigh,2,2,small,med,unacc
    3. vhigh,vhigh,2,2,small,high,unacc
    4. vhigh,vhigh,2,2,med,low,unacc
    5. vhigh,vhigh,2,2,med,med,unacc
    6. vhigh,vhigh,2,2,med,high,unacc
    7. vhigh,vhigh,2,2,big,low,unacc
    8. vhigh,vhigh,2,2,big,med,unacc
    9. vhigh,vhigh,2,2,big,high,unacc
    10. vhigh,vhigh,2,4,small,low,unacc
    11. vhigh,vhigh,2,4,small,med,unacc
    12. vhigh,vhigh,2,4,small,high,unacc
    13. vhigh,vhigh,2,4,med,low,unacc
    14. vhigh,vhigh,2,4,med,med,unacc
    15. vhigh,vhigh,2,4,med,high,unacc
    16. vhigh,vhigh,2,4,big,low,unacc
    17. vhigh,vhigh,2,4,big,med,unacc
    18. vhigh,vhigh,2,4,big,high,unacc
    19. vhigh,vhigh,2,more,small,low,unacc
    20. vhigh,vhigh,2,more,small,med,unacc
    21. vhigh,vhigh,2,more,small,high,unacc
    22. vhigh,vhigh,2,more,med,low,unacc
    23. vhigh,vhigh,2,more,med,med,unacc
    24. vhigh,vhigh,2,more,med,high,unacc
    25. vhigh,vhigh,2,more,big,low,unacc
    26. vhigh,vhigh,2,more,big,med,unacc
    27. vhigh,vhigh,2,more,big,high,unacc
    28. vhigh,vhigh,3,2,small,low,unacc
    29. vhigh,vhigh,3,2,small,med,unacc

     

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  • 原文地址:https://blog.csdn.net/ISWZY/article/details/126469260