Kernel methods are ubiquitous in classical machine learning, and recently their formal similarity with quantum mechanics has been established. To grasp the potential advantage of it is necessary to understand distinction between nonclassical kernel functions kernels. This paper builds on a proposed phase-space nonclassicality witness [Bohmann Agudelo, Phys. Rev. Lett. 124, 133601 (2020)] derive...