"松岡昌志,桑原光平,橋本 光史","日本全国を対象にした新しいVs30マップを用いた地震動強さの推定精度について","地域安全学会秋季研究発表会","地域安全学会梗概集",,,"No. 51","pp. 149-152",2022,Oct. "桑原光平,?宮奎志朗,松岡昌志,翠川三郎","機械学習を用いた日本全国の地盤の平均S波速度分布の予測",,"日本地震工学会論文集",,"Vol. 21","No. 5","pp. 119-139",2021,Nov. "桑原光平,松岡昌志","機械学習を用いた日本全国の液状化危険度の推定",,"日本地震工学会論文集",,"Vol. 21","No. 2","pp. 70-89",2021,May "Kouhei Kuwabara,Haoyi XIU,Takayuki SHINOHARA,Masashi MATSUOKA","Evaluation of Liquefaction Occurrence for Large Area: A Machine Learning Approach","17th World Conference on Earthquake Engineering","Proc. 17th World Conference on Earthquake Engineering",,,," 9c-0010",2020,Sept.