noun
non-parametric method
A statistical or machine learning method that does not assume a fixed parametric form for the underlying distribution or function. Common in fields like density estimation, regression, and classification.
ノンパラメトリック法は、データの分布を仮定しないため柔軟性が高い。
Non-parametric methods are highly flexible because they do not assume a distribution for the data.
カーネル密度推定は代表的なノンパラメトリック法の一つだ。
Kernel density estimation is one of the typical non-parametric methods.