Regression Analysis - Power and Sample Size Calculations

Power and Sample Size Calculations

There are no generally agreed methods for relating the number of observations versus the number of independent variables in the model. One rule of thumb suggested by Good and Hardin is, where is the sample size, is the number of independent variables and is the number of observations needed to reach the desired precision if the model had only one independent variable. For example, a researcher is building a linear regression model using a dataset that contains 1000 patients . If he decides that five observations are needed to precisely define a straight line, then the maximum number of independent variables his model can support is 4, because

.

Read more about this topic:  Regression Analysis

Famous quotes containing the words power, sample, size and/or calculations:

    Do thou, then breathe those thoughts into my mind
    By which such virtue may in me be bred
    That in thy holy footsteps I may tread:
    The fetters of my tongue do thou unbind,
    That I may have the power to sing of thee
    And sound thy praises everlastingly
    Michelangelo Buonarroti (1474–1564)

    As a rule they will refuse even to sample a foreign dish, they regard such things as garlic and olive oil with disgust, life is unliveable to them unless they have tea and puddings.
    George Orwell (1903–1950)

    Eat your meals according to the size of your bowl.
    Chinese proverb.

    Nowhere are our calculations more frequently upset than in war.
    Titus Livius (Livy)