Provided is an apparatus configured to estimate a target component, the apparatus including a spectrum acquisition device configured to acquire a training spectrum, and a processor configured to extract a principal component from the acquired training spectrum, determine an optimal number of principal components based on a size of the extracted principal component and a size of a residual, and generate a target component estimation model based on the determined optimal number of principal components.