Author

Ryo Nishikimi

2 papers indexed here

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#machine learning Preprint Aug 2026

Impact of Multiple Non-Invasive Biosignals on Cardiovascular Biomarker Estimation via Simulation-Based Inference

This study generated synthetic PPG, APW, and BCG signals from a unified whole-body cardiovascular circulation model and evaluated the complementary contribution of BCG to probabilistic cardiovascular biomarker estimation, showing that adding BCG signals significantly improved estimation performance.

Shusaku Maeda, Masahiro Nakano, Tomoharu Iwata et al. · 0 citations

#machine learning Preprint Aug 2026

TI$^2$PS: A Topology-Informed Inverse Design Framework for Stochastic Multicellular Pattern Formation

A novel framework to estimate parameters for reproducing target multicellular patterns using an agent-based model (ABM) and outperforms conventional methods such as PointNet++ is proposed.

Kenji Komiya, A. Jin, Ryo Nishikimi et al. · 0 citations