Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking

by Foster Provost

Indeed, based on the careful application of causal analysis, it was shown in the Proceedings of the National Academy of Sciences (Aral, Muchnik, & Sundararajan, 2009) that traditional methods for estimating the influence in viral marketing analysis over-estimated the influence by at least 700%!