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Author

Jae Won Seo

Gachon University

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Preprint Oct 2026

Semi-Supervised Kernel Ridge Fr\'echet Regression

Fr\'echet regression provides a framework for predicting random object-valued responses by minimizing the conditional expected squared distances. We propose semi-supervised kernel ridge Fr\'echet regression (SS-KRFR) to exploit unlabeled covariates when labeled samples are scarce. The method learns kernel spectral feat...

Jae Won Seo, Kwangho Kim, Jisu Kim · 0 citations
Open access Sep 2026

Multioutput Machine Learning Model for Predicting Postoperative Outcomes After Liposuction: Algorithm Development and Validation Study in a Multicenter Cohort

A chained multioutput regression model to predict postoperative body weight and circumferential size after liposuction is developed and validated and integrated into a web-based CDSS, which may support patient-specific preoperative counseling and surgical planning.

Chaewoo Lee, Seoyoung Park, Jiyoung Hwang et al. · 0 citations

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