Housing Price Prediction Based on Multiple Linear Regression

Table 1

Description of each variable.

Variable	Description
Lstat	The proportion of lower-income groups in the region
Indus	Percentage of nonretail business in the region
Nox	Nitric oxide concentration (per 10 million)
tax	Full property tax rate per 10,000 US dollars
crim	The average crime rate in the town
ptratio	The student-teacher ratio in the town
age	The proportion of the self-built property before 1940
rad	Radial accessibility index to highway
chas	Charles River (a dummy variable)
zn	The proportion of property land area larger than 25,000 square feet
dis	The weighted average distance from the property to 5 employment centers in Boston
rm	The average number of rooms per house