AI駆動仮説の静的・動的信頼性保証と医療への展開

研究課題

体系的番号	JPMJCR21D3
DOI	https://doi.org/10.52926/JPMJCR21D3
研究代表者	竹内一郎名古屋工業大学, 大学院工学研究科, 教授
研究期間 (年度)	2021 – 2026
概要	本研究では、AI駆動の科学技術を健全に発展させるため、AI駆動仮説の信頼性を評価するための新しい理論、アルゴリズム、ソフトウェアを開発します。静的・動的環境におけるAI駆動仮説を研究し、その信頼性をどのように評価するかを理論と実践の両面から追求します。数理・計算的な枠組みに基づいてAI医療技術の信頼性評価プロトコルを開発し、AIによる悪性リンパ腫の病理診断システムの開発において有用性を実証します。
研究領域	信頼されるAIシステムを支える基盤技術

主な研究成果
(24件)

すべて 2024

すべて雑誌論文 (24件) (査読あり 24件、オープンアクセス 4件)

[雑誌論文] CAMRI Loss: Improving the Recall of a Specific Class without Sacrificing Accuracy2024
- 著者名
  Nishiyama, Daiki and Fukuchi, Kazuto and Akimoto, Youhei and Sakuma, Jun
- 雑誌名
  
  IEICE TRANSACTIONS on Information and Systems
  
  巻: 106 号: 4 ページ: 523-537
- 査読あり
[雑誌論文] Bounded p-values in Parametric Programming-based Selective Inference.2024
- 著者名
  Tomohiro Shiraishi, Daiki Miwa, Vo Nguyen Le Duy and Ichiro Takeuchi.
- 雑誌名
  
  Japanese Journal of Statistics and Data Science
- 査読あり
[雑誌論文] Feature extraction and spatial imaging of synchrotron radiation X-ray diffraction patterns using unsupervised machine learning2024
- 著者名
  Kentaro Kutsukake, Takefumi Kamioka, Kota Matsui, Ichiro Takeuchi, Takashi Segi, Takuo Sasaki, Seiji Fujikawa, Masamitu Takahasi
- 雑誌名
  
  Science and Technology of Advanced Materials: Methods (STAM-M)
- 査読あり
[雑誌論文] Bounding Box-based Multi-objective Bayesian Optimization of Risk Measures under Input Uncertainty2024
- 著者名
  Yu Inatsu, Shion Takeno, Hiroyuki Hanada, Kazuki Iwata, Ichiro Takeuchi.
- 雑誌名
  
  AI&Statistics
- 査読あり
[雑誌論文] CAD-DA: Controllable Anomaly Detection after Domain Adaptation by Statistical Inference2024
- 著者名
  Duy Vo Nguyen Le, Hsuan-Tien Lin, Ichiro Takeuchi.
- 雑誌名
  
  AI&Statistics
- 査読あり
[雑誌論文] A study of criteria for grading follicular lymphoma using a cell type classifier from pathology images based on complementary-label learning2024
- 著者名
  Ryoichi Koga, Shingo Koide, Hiromu Tanaka, Kei Taguchi, Mauricio Kugler, Tatsuya Yokota, Kouichi Ohshima, Hiroaki Miyoshi, Miharu Nagaishi, Noriaki Hashimoto, Ichiro Takeuchi, Hidekata Hontani
- 雑誌名
  
  Micron
- 査読あり
[雑誌論文] Systematic review and meta-analysis of the use of serum leucine-rich alpha-2 glycoprotein to assess Crohn's disease activity2024
- 著者名
  Okita M, Nakashima K, Yamamura T, Matsui S.
- 雑誌名
  
  Inflamm Bowel Dis.
  
  巻: 30 号: 5 ページ: 780-787
- 査読あり
[雑誌論文] Development of a machine learning-based risk model for postoperative complications of lung cancer surgery.2024
- 著者名
  Kadomatsu Y, Emoto R, Kubo Y, Nakanishi K, Ueno H, Kato T, Nakamura S, Mizuno T, Matsui S, Chen-Yoshikawa TF.
- 雑誌名
  
  Surg Today.
- 査読あり
[雑誌論文] Zero-shot domain adaptation based on dual-level mix and contrast2024
- 著者名
  Zhe, Yu and Sakuma, Jun
- 雑誌名
  
  2024 IEEE Conference on Artificial Intelligence (CAI)
  
  ページ: 1549-1556
- 査読あり
[雑誌論文] Instance-level trojan attacks on visual question answering via adversarial learning in neuron activation space2024
- 著者名
  Yuwei Sun, Hideya Ochiai, Jun Sakuma
- 雑誌名
  
  2024 International Joint Conference on Neural Networks (IJCNN)
  
  ページ: 1-9
- 査読あり / オープンアクセス
[雑誌論文] Statistical Test for Attention Maps in Vision Transformers2024
- 著者名
  Tomohiro Shiraishi, Daiki Miwa, Teruyuki Katsuoka, Vo Nguyen Le Duy, Kouichi Taji, Ichiro Takeuchi
- 雑誌名
  
  Proceedings of The 41th International Conference on Machine Learning (ICML)
- 査読あり
[雑誌論文] Posterior Sampling-Based Bayesian Optimization with Tighter Bayesian Regret Bounds2024
- 著者名
  S. Takeno, Y, Inatsu, M. Karasuyama, I. Takeuchi
- 雑誌名
  
  Proceedings of The 41th International Conference on Machine Learning (ICML)
- 査読あり
[雑誌論文] Identifying Subgroups with Differential Responses to Amiodarone among Cardiac Arrest Patients with a Shockable Rhythm at Hospital Arrival using the Machine Learning Approach.2024
- 著者名
  Emoto R, Nishikimi M, Kikutani K, Ishii J, Ohshimo S, Matsui S, Shime N.
- 雑誌名
  
  Rev Cardiovasc Med.
  
  巻: 25 号: 7 ページ: 268
- 査読あり / オープンアクセス
[雑誌論文] Artificial neural network to predict the structural compliance of irregular geometries considering volume constraints2024
- 著者名
  Yi CUI, Ichiro TAKEUCHI, Wenzhi YANG, Shaojie GU, Sungmin YOON, Toshiro MATSUMOTO
- 雑誌名
  
  Mechanical Engineering Journal
- 査読あり
[雑誌論文] Multi-agent statistical discriminative sub-trajectory mining and an application to NBA basketball.2024
- 著者名
  Rory Bunker, Vo Nguyen Le Duy, Yasuo Tabei, Ichiro Takeuchi, Keisuke Fujii.
- 雑誌名
  
  Journal of Quantitative Analysis in Sports
- 査読あり
[雑誌論文] Latent Space Bayesian Optimization with Latent Data Augmentation for Enhanced Exploration2024
- 著者名
  Boyar Onur and Ichiro Takeuchi.
- 雑誌名
  
  Neural Computation
- 査読あり
[雑誌論文] Active Learning for Level Set Estimation Using Randomized Straddle Algorithms2024
- 著者名
  Yu Inatsu, Shion Takeno, Kentaro Kutsukake, Ichiro Takeuchi
- 雑誌名
  
  Transactions on Machine Learning Research
- 査読あり
[雑誌論文] Detailed analysis of the histology-specific impact of ascites volume on the outcome of epithelial ovarian cancer: a multi-institutional retrospective cohort study.2024
- 著者名
  Iyoshi S, Kimura M, Yoshihara M, Kunishima A, Miyamoto E, Fujimoto H, Kitami K, Mogi K, Uno K, Tano S, Yoshikawa N, Emoto R, Matsui S, Kajiyama H.
- 雑誌名
  
  BMC Cancer
  
  巻: 24 号: 1 ページ: 1479
- 査読あり / オープンアクセス
[雑誌論文] Selective Inference for Changepoint Detection by Recurrent Neural Network2024
- 著者名
  Tomohiro Shiraishi, Daiki Miwa, Vo Nguyen Le Duy, Ichiro Takeuchi.
- 雑誌名
  
  Neural Computation
- 査読あり
[雑誌論文] Statistical Reliability of Data-driven Science and Technology (invited paper)2024
- 著者名
  Ichiro Takeuchi
- 雑誌名
  
  IEEJ Transactions on Electrical and Electronic Engineering
- 査読あり
[雑誌論文] Establishment of a machine learning model for predicting splenic hilar lymph node metastasis2024
- 著者名
  Ishizu K, Takahashi S, Kouno N, Takasawa K, Takeda K, Matsui K, Nishino M, Hayashi T, Yamagata Y, Matsui S, Yoshikawa T, Hamamoto R.
- 雑誌名
  
  NPJ Digit Med.
  
  巻: 8 号: 1 ページ: 93
- 査読あり / オープンアクセス
[雑誌論文] Machine Learning for Classifying and Generating Videos of Pathological Image Observation Process2024
- 著者名
  Shota Kawakami, Noriaki Hashimoto, Hiroaki Miyoshi, Jun Sakuma, Hidekata Hontani, Koichi Ohshima, Ichiro Takeuchi
- 雑誌名
  
  International Forum on Medical Imaging in Asia (IFMIA)
- 査読あり
[雑誌論文] Construction of a Pathology Image Classifier with Quantitative Uncertainty Evaluation for Cancer Diagnosis Assistance2024
- 著者名
  Jiro Onoki, yasuyuki Tsuchimoto, Tatsuya Yokota, Koichi Ohshima, Hiroaki Miyoshi, Noriaki Hashimoto, Ichiro Takeuchi, Hidekata Hontani
- 雑誌名
  
  International Forum on Medical Imaging in Asia (IFMIA)
- 査読あり
[雑誌論文] Generation of Counterfactual Pathology Images of Malignant Lymphoma Using Diffusion Models.2024
- 著者名
  Ryoichi Koga, Tatsuya Yokota, Koichi Ohshima, Hiroaki Miyoshi, Noriaki Hashimoto, Ichiro Takeuchi, Hidekata Hontani
- 雑誌名
  
  International Forum on Medical Imaging in Asia (IFMIA)
- 査読あり

AI駆動仮説の静的・動的信頼性保証と医療への展開

研究代表者

竹内 一郎 名古屋工業大学, 大学院工学研究科, 教授

主な研究成果

[雑誌論文] CAMRI Loss: Improving the Recall of a Specific Class without Sacrificing Accuracy2024

著者名

雑誌名

[雑誌論文] Bounded p-values in Parametric Programming-based Selective Inference.2024

著者名

雑誌名

[雑誌論文] Feature extraction and spatial imaging of synchrotron radiation X-ray diffraction patterns using unsupervised machine learning2024

著者名

雑誌名

[雑誌論文] Bounding Box-based Multi-objective Bayesian Optimization of Risk Measures under Input Uncertainty2024

著者名

雑誌名

[雑誌論文] CAD-DA: Controllable Anomaly Detection after Domain Adaptation by Statistical Inference2024

著者名

雑誌名

[雑誌論文] A study of criteria for grading follicular lymphoma using a cell type classifier from pathology images based on complementary-label learning2024

著者名

雑誌名

[雑誌論文] Systematic review and meta-analysis of the use of serum leucine-rich alpha-2 glycoprotein to assess Crohn's disease activity2024

著者名

雑誌名

[雑誌論文] Development of a machine learning-based risk model for postoperative complications of lung cancer surgery.2024

著者名

雑誌名

[雑誌論文] Zero-shot domain adaptation based on dual-level mix and contrast2024

著者名

雑誌名

[雑誌論文] Instance-level trojan attacks on visual question answering via adversarial learning in neuron activation space2024

著者名

雑誌名

[雑誌論文] Statistical Test for Attention Maps in Vision Transformers2024

著者名

雑誌名

[雑誌論文] Posterior Sampling-Based Bayesian Optimization with Tighter Bayesian Regret Bounds2024

著者名

雑誌名

[雑誌論文] Identifying Subgroups with Differential Responses to Amiodarone among Cardiac Arrest Patients with a Shockable Rhythm at Hospital Arrival using the Machine Learning Approach.2024

著者名

雑誌名

[雑誌論文] Artificial neural network to predict the structural compliance of irregular geometries considering volume constraints2024

著者名

雑誌名

[雑誌論文] Multi-agent statistical discriminative sub-trajectory mining and an application to NBA basketball.2024

著者名

雑誌名

[雑誌論文] Latent Space Bayesian Optimization with Latent Data Augmentation for Enhanced Exploration2024

著者名

雑誌名

[雑誌論文] Active Learning for Level Set Estimation Using Randomized Straddle Algorithms2024

著者名

雑誌名

[雑誌論文] Detailed analysis of the histology-specific impact of ascites volume on the outcome of epithelial ovarian cancer: a multi-institutional retrospective cohort study.2024

著者名

雑誌名

[雑誌論文] Selective Inference for Changepoint Detection by Recurrent Neural Network2024

著者名

雑誌名

[雑誌論文] Statistical Reliability of Data-driven Science and Technology (invited paper)2024

著者名

雑誌名

[雑誌論文] Establishment of a machine learning model for predicting splenic hilar lymph node metastasis2024

著者名

雑誌名

[雑誌論文] Machine Learning for Classifying and Generating Videos of Pathological Image Observation Process2024

著者名

雑誌名

[雑誌論文] Construction of a Pathology Image Classifier with Quantitative Uncertainty Evaluation for Cancer Diagnosis Assistance2024

著者名

雑誌名

[雑誌論文] Generation of Counterfactual Pathology Images of Malignant Lymphoma Using Diffusion Models.2024

著者名

雑誌名

竹内一郎名古屋工業大学, 大学院工学研究科, 教授