Linear model 1 Flashcards
What is “The General Model Equation”?
A conceptual representation of all statistical models, with the following form:
outcome = model + error
What can we use models to predict? What exactly is a model?
The outcome for a particular case
The model itself is a set of mathematical assumptions (a formula) that assume properties about a population, this is always subject to some degree of error
What do linear models allow us to predict?
An outcome from one or more predictor variables
Define the term predictor(s)
The variable(s) that you hypothesise will predict the outcome.
Define the term outcome
The variable that we hypothesise will vary, depending on the predictor.
What is the linear model equation for a straight line?
y = mx + b
What is meant by b0 and b1?
b0 - the intercept (where the line crosses 0 on the y-axis)
b1 - the slope (the gradient of the line - the difference in y for every unit increase in x)
Define “The Linear Model”
A statistical model representing the linear relationship between a predictor and outcome