A Guide to Research Frontier of Machine Learning Security

Abstract

Machine learning is an assembly of technologies that can learn an appropriate way of processing data from data themselves, rather than by explicitly specified by humans. It is a new software paradigm that brings about much progress in many application domains, but it also has many uncharted areas. Recently, it is found that there are types of security flaw specific to machine learning, which are now being actively studied. In this article, we illustrate the research trends of machine learning security and also show a perspective to realize secure applications of artificial intelligence (AI).