1. A computing system comprising: a context module configured to determine a sharing context; an option module, coupled to the context module, configured to generate a sharing option for the sharing context based on a default set for the sharing context, a user's past sharing selection for the sharing context, and a personalization degree for the sharing context; and a privacy preference module, coupled to the option module, configured to estimate a user's privacy preference based on the sharing option.