What is the unconditional expected value of something?

The expected value of something given no other information

What is the conditional expected value?

The expected value given some information, ie, The expected value of consumption given anincome of 100000

Show the form of the predicting equation in simple linear regression.

What does it mean for a model to have linear parameters?

The regression coefficients, but not any other variables must be to the power of 1 only

What does the book mean by linear regression?

That the model is linear in parameters - but not in variables necesarily

How is the PFR of Yi modeled in simple linear regression?

What is an estimator & an estimate? Are they random?

An estimator is a rule that shows us how to make estimates. The estimator are random, as they come from a sample - but the estimate is not, as it will never deviate from the sample it was calculated from

What is the PRF?

The population regression function, a relationship between variables in a population

What is the SRF?

The sample regression function, an estimate of the true PRF calculated from a sample

What are intrinsically linear & intrinsically non-linear regression models?

An intrinsically linear regression model is one where the model can be transformed so the parameters are linear. An intrinsically non-linear model is where such transformations are not possible