AOYAGI MIKI

アオヤギミキ | AOYAGI MIKI

Affiliation and department：
Job title： Professor

Research field (3)： Statistical science , Sensitivity (kansei) informatics , Basic analysis

Research keywords (2)： Stochastic Analysis of Information Theory , Complex Analysis

Research theme for competitive and other funds (8)：

2018 - 2023 機械学習理論における特異空間の幾何学的構造とその応用
2018 - 2022 機械学習理論における特異空間の幾何学的構造とその応用
2011 - 2015 Real and complex analytical consideration on singularities in learning theory
2011 - 2011 Real and complex analytical consideration on singularities in learning theory
2004 - 2006 学習理論における特異性とその代数幾何学的性質およびその応用

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Papers (67)：

Miki Aoyagi. Consideration on the learning efficiency of multiple-layered neural networks with linear units. Neural Networks. 2024. 172. 106132-106138
Learning coefficients for hierarchical learning models in Bayesian Estimation. JSM Proceedings 2023. 2023
Miki AOYAGI. The free energy of the mean field approximation in normal crossing functions. THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS. 2023. IBISML2022. 134. 378-383
Ryuji ITO, Miki AOYAGI, Seikai ASHIZAWA, Yuki TSUKAMOTO, and Daisuke KAJI. Learning coefficients of normal mixture models in one dimension. THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS. 2022. IBISML2021. 45. 46-52
Genki WATANABE, Ryuji ITO, Miki AOYAGI. Learning coefficients of normal mixture models in one dimension. THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS. 2021. IBISML2020. 48. 40-46

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MISC (1)：

Books (1)：

Lectures and oral presentations (68)：

Singular leaning theory and algebraic geometry
(Conference on Singular Learning Theory, Oxford England 2023)
Leaning coefficients for hierarchical learning models in Bayesian estimation,
(Algebraic and geometric methods in inference in 023 Joint Statistical Meetings, 2023)
正規交差関数の平均場近似における自由エネルギーについて
(情報論的学習理論と機械学習研究会 2023)
ベイズ推測における正則モデルに対する考察
(日本大学理工学部学術講演会 2022)
理工系学生に対するデータサイエンス数理コースのシステム構築
(第70回年次大会・工学教育研究講演会 2022)

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Work history (8)：

2020/04 - 現在 Professor of Department of Mathematics, College of Science & Technology, Nihon University
2020/04/01 - Professor of Department of Mathematics, College of Science & Technology, Nihon University
2013/04/01 - 2020/03/31 Assistant Professor of Department of Mathematics, College of Science & Technology, Nihon University
2013/04 - 2020/03 Assistant Professor of Department of Mathematics, College of Science & Technology, Nihon University
2010/04/01 - 2013/03/31 Assistant Professor of Department of Mathematics, College of Science & Technology, Nihon University

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Association Membership(s) (1)：

電子情報通信学会

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