output
19942025
most citedBayesian optimization package: PHYSBO

98 citations

136 papers

cs.SI2025

Privacy-Preserving Synthetic Dataset of Individual Daily Trajectories for City-Scale Mobility Analytics

Jun'ichi Ozaki, Ryosuke Susuta, Takuhiro Moriyama +1

Urban mobility data are indispensable for urban planning, transportation demand forecasting, pandemic modeling, and many other applications; however, individual mobile phone-derive…

stat.ME2024

Estimation of time-varying treatment effects using marginal structural models dependent on partial treatment history

Nodoka Seya, Masataka Taguri, Takeo Ishii

Inverse probability (IP) weighting of marginal structural models (MSMs) can provide consistent estimators of time-varying treatment effects under correct model specifications and i…

cond-mat.mtrl-sci2024★ 15 cited

Data-driven study of the enthalpy of mixing in the liquid phase

Guillaume Deffrennes, Bengt Hallstedt, Taichi Abe +5

The enthalpy of mixing in the liquid phase is a thermodynamic property reflecting interactions between elements that is key to predict phase transformations. Widely used models exi…

cond-mat.mtrl-sci2022★ 46 cited

A machine learning-based classification approach for phase diagram prediction

Guillaume Deffrennes, Kei Terayama, Taichi Abe +1

Knowledge of phase diagrams is essential for material design as it helps in understanding microstructure evolution during processing. The determination of phase diagrams is thus on…

physics.comp-ph2021★ 98 cited

Bayesian optimization package: PHYSBO

Yuichi Motoyama, Ryo Tamura, Kazuyoshi Yoshimi +3

PHYSBO (optimization tools for PHYSics based on Bayesian Optimization) is a Python library for fast and scalable Bayesian optimization. It has been developed mainly for application…

eess.AS2021

Xi-Vector Embedding for Speaker Recognition

Kong Aik Lee, Qiongqiong Wang, Takafumi Koshinaka

We present a Bayesian formulation for deep speaker embedding, wherein the xi-vector is the Bayesian counterpart of the x-vector, taking into account the uncertainty estimate. On th…