2 papers
stat.ME2025
Power-Dominance in Estimation Theory: A Third Pathological Axis
Sri Satish Krishna Chaitanya Bulusu, Mikko Sillanpää
This paper introduces a novel framework for estimation theory by introducing a second-order diagnostic for estimator design. While classical analysis focuses on the bias-variance t…
cs.LG2025
Information-Theoretic Bounds and Task-Centric Learning Complexity for Real-World Dynamic Nonlinear Systems
Sri Satish Krishna Chaitanya Bulusu, Mikko Sillanpää
Dynamic nonlinear systems exhibit distortions arising from coupled static and dynamic effects. Their intertwined nature poses major challenges for data-driven modeling. This paper…