Simple linear regression involves one dependent variable, one independent variable and one error variable.

One dependent variable, many independent variables, one error variable

Many dependent variables, one independent variable, one error variable

One dependent variable, one independent variable, many error variables

Many dependent variables, many independent variables, many error variables