inverse_transform() in PaCMAP
anv-ch opened this issue · 1 comments
anv-ch commented
Hi
I would like to know if there is a possibility to transform data back to its original space in PaCMAP? Like method inverse_transform(X) in PCA
More specifically, I want to change data in the embedded low-dimensional space and to see what data in the original space it corresponds.
Thank you in advance!
YingfanWang commented
Hi! Unfortunately it is impossible to transform data back to its original space in PaCMAP. PaCMAP is a nonlinear method that optimizes the low dimension embedding by applying attractive/repulsive forces between points. There is no explicit transformation function between the high dimensional data and low dimensional embedding.