原文:
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:
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:
- vhigh,vhigh,2,2,small,low,unacc
- vhigh,vhigh,2,2,small,med,unacc
- vhigh,vhigh,2,2,small,high,unacc
- vhigh,vhigh,2,2,med,low,unacc
- vhigh,vhigh,2,2,med,med,unacc
- vhigh,vhigh,2,2,med,high,unacc
- vhigh,vhigh,2,2,big,low,unacc
- vhigh,vhigh,2,2,big,med,unacc
- vhigh,vhigh,2,2,big,high,unacc
- vhigh,vhigh,2,4,small,low,unacc
- vhigh,vhigh,2,4,small,med,unacc
- vhigh,vhigh,2,4,small,high,unacc
- vhigh,vhigh,2,4,med,low,unacc
- vhigh,vhigh,2,4,med,med,unacc
- vhigh,vhigh,2,4,med,high,unacc
- vhigh,vhigh,2,4,big,low,unacc
- vhigh,vhigh,2,4,big,med,unacc
- vhigh,vhigh,2,4,big,high,unacc
- vhigh,vhigh,2,more,small,low,unacc
- vhigh,vhigh,2,more,small,med,unacc
- vhigh,vhigh,2,more,small,high,unacc
- vhigh,vhigh,2,more,med,low,unacc
- vhigh,vhigh,2,more,med,med,unacc
- vhigh,vhigh,2,more,med,high,unacc
- vhigh,vhigh,2,more,big,low,unacc
- vhigh,vhigh,2,more,big,med,unacc
- vhigh,vhigh,2,more,big,high,unacc
- vhigh,vhigh,3,2,small,low,unacc
- vhigh,vhigh,3,2,small,med,unacc

