Dr. Takahiro Nakao Profile

Dr. Takahiro Nakao

at Univ of Tokyo Hospital

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Publications (2)

SPIE Journal Paper | 6 January 2025

Predicting the risk of type 2 diabetes mellitus (T2DM) emergence in 5 years using mammography images: a comparison study between radiomics and deep learning algorithm

Nishta Letchumanan, Shouhei Hanaoka, Tomomi Takenaga, Yusuke Suzuki, Takahiro Nakao, Yukihiro Nomura, Takeharu Yoshikawa, Osamu Abe

JMI, Vol. 12, Issue 01, 014501, (January 2025) https://doi.org/10.1117/12.10.1117/1.JMI.12.1.014501

KEYWORDS: Radiomics, Deep learning, Mammography, Cooccurrence matrices, Performance modeling, Feature extraction, Data modeling, Machine learning, Education and training, Diseases and disorders

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Proceedings Article | 2 April 2024 Presentation + Paper

A radiomics approach in predicting the risk of diabetes mellitus type II emergence in five years using mammography images

Nishta Letchumanan, Shouhei Hanaoka, Tomomi Takenaga, Yusuke Suzuki, Takahiro Nakao, Yukihiro Nomura, Takeharu Yoshikawa, Osamu Abe

Proceedings Volume 12931, 129310Y (2024) https://doi.org/10.1117/12.3006314

KEYWORDS: Mammography, Radiomics, Feature extraction, Machine learning, Random forests, Diseases and disorders, Breast, Cooccurrence matrices, Blood, Image classification

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