Hybrid(Penalized Regression and MLP) Models for Outcome Prediction in HDLSS Health Data

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Detalles Bibliográficos
Autor principal:	K, Mithra D
Formato:	Preprint
Publicado:	2025
Materias:	Machine Learning
Acceso en línea:	Acceder al recurso
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author	K, Mithra D
author_facet	K, Mithra D
contents	I present an application of established machine learning techniques to NHANES health survey data for predicting diabetes status. I compare baseline models (logistic regression, random forest, XGBoost) with a hybrid approach that uses an XGBoost feature encoder and a lightweight multilayer perceptron (MLP) head. Experiments show the hybrid model attains improved AUC and balanced accuracy compared to baselines on the processed NHANES subset. I release code and reproducible scripts to encourage replication.
format	Preprint
id	arxiv_https___arxiv_org_abs_2512_02489
institution	arXiv
publishDate	2025
record_format	arxiv
spellingShingle	Hybrid(Penalized Regression and MLP) Models for Outcome Prediction in HDLSS Health Data K, Mithra D Machine Learning I present an application of established machine learning techniques to NHANES health survey data for predicting diabetes status. I compare baseline models (logistic regression, random forest, XGBoost) with a hybrid approach that uses an XGBoost feature encoder and a lightweight multilayer perceptron (MLP) head. Experiments show the hybrid model attains improved AUC and balanced accuracy compared to baselines on the processed NHANES subset. I release code and reproducible scripts to encourage replication.
title	Hybrid(Penalized Regression and MLP) Models for Outcome Prediction in HDLSS Health Data
topic	Machine Learning
url	https://arxiv.org/abs/2512.02489

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