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math.ST2026
Generalized nonparametric regression in reproducing kernel Hilbert spaces: Consistency and rates of convergence
Ioannis Kalogridis
We develop a comprehensive theory for regularized M-estimation in reproducing kernel Hilbert spaces. Under mild conditions on the loss we establish existence and measurability of t…
math.ST2025
Asymptotics for M-type smoothing splines with non-smooth objective functions
Ioannis Kalogridis
M-type smoothing splines are a broad class of spline estimators that include the popular least-squares smoothing spline but also spline estimators that are less susceptible to outl…