§ Research

Research notes.

Current research on non-invasive intracranial pressure estimation, the senior thesis it grew out of, and earlier work on clinical-data ML.

§ I. Current research
№ 01

Non-invasive ICP estimation in pediatric neurocritical care

2025 – Present · ongoing research · PyTorch · LSTM, TCN, Transformer, Hybrid · LOPO cross-validation

Intracranial pressure is one of the more consequential numbers in a neurocritical-care unit, and getting it usually means a catheter through the skull. The work asks a simple question: how …

Supervisor: Prof. Zubaer Ibna Mannan, Smart Computing, Kyungdong University

§ II. Senior thesis
№ 01

Temporal heart-defect prediction (CheXchoNet)

2023 – 2024 · senior thesis · PyTorch · CNN with temporal metadata · CheXchoNet

Predicting heart defects from chest X-rays alongside the temporal metadata that comes with them, rather than treating each frame in isolation. A CNN trained over the CheXchoNet release reached AUC …

Supervisor: Prof. Zubaer Ibna Mannan, Smart Computing, Kyungdong University

§ III. Earlier work
№ 01

Cardiovascular disease prediction

2023 · Scikit-learn · PyTorch · Cleveland Clinic dataset

First real ML research project. A binary classifier over the Cleveland Clinic dataset, predicting cardiovascular disease from a small set of patient features. The interesting work was less the model …