Summary

(No information yet)

License

unknown (from Weka repository)

Dependencies

Tags

arff slurped Weka

Attribute Types

Integer,Floating Point

Download

# Instances: 398 / # Attributes: 8
HDF5 (27.1 KB) XML CSV ARFF LibSVM Matlab Octave

Original Data Format

arff

Name

autoMpg

Version mldata

0

Comment

!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!

Identifier attribute deleted.

As used by Kilpatrick, D. & Cameron-Jones, M. (1998). Numeric prediction using instance-based learning with encoding length selection. In Progress in Connectionist-Based Information Systems. Singapore: Springer-Verlag.

!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!

1. Title: Auto-Mpg Data

2. Sources: (a) Origin: This dataset was taken from the StatLib library which is maintained at Carnegie Mellon University. The dataset was used in the 1983 American Statistical Association Exposition. (c) Date: July 7, 1993

3. Past Usage:

   • See 2b (above)
   • Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning. In Proceedings on the Tenth International Conference of Machine Learning, 236-243, University of Massachusetts, Amherst. Morgan Kaufmann.

4. Relevant Information:

This dataset is a slightly modified version of the dataset provided in the StatLib library. In line with the use by Ross Quinlan (1993) in predicting the attribute "mpg", 8 of the original instances were removed because they had unknown values for the "mpg" attribute. The original dataset is available in the file "auto-mpg.data-original".

"The data concerns city-cycle fuel consumption in miles per gallon, to be predicted in terms of 3 multivalued discrete and 5 continuous attributes." (Quinlan, 1993)

1. Number of Instances: 398

2. Number of Attributes: 9 including the class attribute

3. Attribute Information:

   1. mpg: continuous
   2. cylinders: multi-valued discrete
   3. displacement: continuous
   4. horsepower: continuous
   5. weight: continuous
   6. acceleration: continuous
   7. model year: multi-valued discrete
   8. origin: multi-valued discrete
   9. car name: string (unique for each instance)

4. Missing Attribute Values: horsepower has 6 missing values

Names

cylinders,displacement,horsepower,weight,acceleration,model,origin,class,

Types

1. nominal:8,4,6,3,5
2. numeric
3. numeric
4. numeric
5. numeric
6. nominal:70,71,72,73,74,75,76,77,78,79,80,81,82
7. nominal:1,3,2
8. numeric

Data (first 10 data points)

cyli...	disp...	hors...	weight	acce...	model	origin	class
8.0	307.0	130.0	3504.0	12.0	70.0	1.0	18.0
8.0	350.0	165.0	3693.0	11.5	70.0	1.0	15.0
8.0	318.0	150.0	3436.0	11.0	70.0	1.0	18.0
8.0	304.0	150.0	3433.0	12.0	70.0	1.0	16.0
8.0	302.0	140.0	3449.0	10.5	70.0	1.0	17.0
8.0	429.0	198.0	4341.0	10.0	70.0	1.0	15.0
8.0	454.0	220.0	4354.0	9.0	70.0	1.0	14.0
8.0	440.0	215.0	4312.0	8.5	70.0	1.0	14.0
8.0	455.0	225.0	4425.0	10.0	70.0	1.0	14.0
8.0	390.0	190.0	3850.0	8.5	70.0	1.0	15.0
...	...	...	...	...	...	...	...

Description

A jarfile containing 30 regression datasets collected by Luis Torgo (regression-datasets.jar, 10,090,266 Bytes).

URLs

(No information yet)

Publications

Data Source

Measurement Details

Usage Scenario

revision 1

by mldata on 2010-11-06 09:58

No one has posted any comments yet. Perhaps you would like to be the first?

Leave a comment

This item was downloaded 3416 times and viewed 2807 times.

No Tasks yet on dataset regression-datasets autoMpg