How to fit an ellipse based on marginal data with some noisy data?

Hi there, I want to fit an ellipse with some marginal data sets, but there are some noisy data that can have a great influence on the accuracy of the fit, I wonder if there is any way to elimilate these noisy data to achieve more accurate fit? Many thanks!