Deconfounded Dimension Reduction via Partial Embeddings
Andrew A. Chen, Kelly A. Clark, Blake E. Dewey…·the North American Imaging in Multiple Sclerosis Cooperative
The paper introduces the PARE framework to remove confounders from dimension reduction methods, showing it can eliminate batch effects in single-cell data and separate clinical from technical variability in neuroimaging.