Measurement noise attenuates degree-k interactions by the k-th power of feature reliability while linear terms attenuate only once, hiding nonlinear biology at typical biomedical reliabilities and limiting flexible-model gains.
per-feature reliability
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Measurement noise limits the advantage of nonlinear models over linear models in biomedical prediction
Measurement noise attenuates degree-k interactions by the k-th power of feature reliability while linear terms attenuate only once, hiding nonlinear biology at typical biomedical reliabilities and limiting flexible-model gains.