Rchr
J-GLOBAL ID:202101016718233078
Update date: Feb. 10, 2025 Inoue Hiroaki
イノウエ ヒロアキ | Inoue Hiroaki
Affiliation and department: Job title:
Assistant Professor
Research field (2):
Soft computing
, Intelligent informatics
Research keywords (10):
知的学習論
, データ駆動化学
, データ同化
, 動的システム推定
, 確率的時系列解析
, Causal Discovery
, Causal Inference
, ベイズ統計
, 計算脳科学
, イメージングデータ
Research theme for competitive and other funds (1): - 2022 - 2025 多次元時系列データに潜在する動的な因果構造のデータ駆動型推論アルゴリズムの構築
Papers (6): -
Hiroaki Inoue, Koji Hukushima, Toshiaki Omori. Estimating Distributions of Parameters in Nonlinear State Space Models with Replica Exchange Particle Marginal Metropolis-Hastings Method. Entropy. 2022. 24. 1. 115:1-20
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Hiroaki Inoue, Toshiaki Omori. Data-Driven Method for Estimating Neuronal Nonlinear Dynamics from Noisy Partial Observation. Proceedings of the 27th International Symposium on Artificial Life and Robotics. 2022
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Hiroaki Inoue, Koji Hukushima, Toshiaki Omori. Estimation of Neuronal Dynamics of Izhikevich Neuron Models from Spike-Train Data with Particle Markov Chain Monte Carlo Method. Journal of the Physical Society of Japan. 2021. 90. 10. 104801:1-9
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Hiroaki Inoue, Koji Hukushima, Toshiaki Omori. Replica Exchange Particle-Gibbs Method with Ancestor Sampling. Journal of the Physical Society of Japan. 2020. 89. 10. 104801:1-7
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Hiroaki Inoue, Toshiaki Omori. Bayesian Estimation of Neural Systems using Particle-Gibbs. ACM International Conference Proceeding Series. 2017
more... Lectures and oral presentations (25): -
循環の制約を用いた深層学習による時系列因果探索
(第68回 システム制御情報学会 研究発表講演会 2024)
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GANを用いた不完全データに対する因果探索
(第68回 システム制御情報学会 研究発表講演会 2024)
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敵対的生成ネットワークを用いた水平型連合学習における欠損データ補完
(第68回 システム制御情報学会 研究発表講演会 2024)
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連合学習型勾配ブースティング決定木モデルに対する敵対的サンプル攻撃
(第68回 システム制御情報学会 研究発表講演会 2024)
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Data-driven method for estimating nonlinear dynamics by replica exchange particle Markov chain Monte Carlo method
(28th International Conference on Statistical Physics 2023)
more... Education (3): - 2018 - 2022 Kobe University Graduate School of Engineering Department of Electrical and Electronic Engineering
- 2015 - 2017 Kobe University Graduate School of Engineering Department of Electrical and Electronic Engineering
- 2011 - 2015 Kobe University Faculty of Engineering Department of Electrical and Electronic Engineering
Professional career (1): - Doctor of Philosophy in Engineering (Kobe University)
Work history (2): - 2022/04 - 現在 Kobe University Department of Electrical and Electronic Engineering, Graduate School of Engineering Assistant Professor
- 2018/05 - 2022/03 Kobe University Center for Mathematical and Data Sciences
Awards (2): - 2022/06 - 一般社団法人日本応用数理学会 2021年度若手優秀講演賞 データ駆動型アプローチによる神経ネットワークのダイナミクス推定
- 2017/03 - Excellent Oral Presentation Award, 1st International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence
Association Membership(s) (3):
情報処理学会
, システム制御情報学会
, 人工知能学会
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