Which will be your firm’s next technology? Comparison between machine learning and network-based algorithms

We reconstruct the innovation dynamics of about two hundred thousand companies by following their patenting activity for about ten years. We define the technology portfolios of these companies as the set of the technological sectors present in the patents they submit. By assuming that companies move more frequently towards related sectors, we leverage their past activity to build network-based and machine learning algorithms to forecast the...