Publications

カニクイザル凍結全血のRNA-seqデータに基づく末梢血中の免疫細胞比率の機械学習予測モデルの構築

日本毒性学会学術集会

Bioinformatics / Healthcare

By : 原俊子, 大野健太, 松下智哉, 久保千代美, 豊田直人, 千葉修一, 竹藤順子, 水野和恵, 鈴木弘美

Assessment of multidimensional health care parameters among adults in japan for developing a virtual human generative model: Protocol for a cross-sectional study

JMIR Research Protocols

Bioinformatics / Healthcare

By : Masanobu Hibi, Shun Katada, Aya Kawakami , Kotatsu Bito, Mayumi Ohtsuka , Kei Sugitani , Adeline Muliandi , Nami Yamanaka , Takahiro Hasumura , Yasutoshi Ando , Takashi Fushimi , Teruhisa Fujimatsu , Tomoki Akatsu , Sawako Kawano , Ren Kimura , Shigeki Tsuchiya , Yuuki Yamamoto , Mai Haneoka , Ken Kushida , Tomoki Hideshima , Eri Shimizu , Jumpei Suzuki , Aya Kirino , Hisashi Tsujimura , Shun Nakamura , Takashi Sakamoto , Yuki Tazoe , Masayuki Yabuki , Shinobu Nagase , Tamaki Hirano, Reiko Fukuda , Yukari Yamashiro , Yoshinao Nagashima, Nobutoshi Ojima , Motoki Sudo , Naoki Oya , Yoshihiko Minegishi , Koichi Misawa , Nontawat Charoenphakdee, Zhengyan Gao , Kohei Hayashi, Kenta Oono, Yohei Sugawara, Shoichiro Yamaguchi, Takahiro Ono , Hiroshi Maruyama

日本語医療大規模言語モデルの進展と課題

人工知能学会学会誌

Bioinformatics / Healthcare

Foundation model / LLM

By : Junichiro Iwasawa, Kenta Oono

Virtual Human Generative Model: Masked Modeling Approach for Learning Human Characteristics

arXiv preprint

Bioinformatics / Healthcare

By : Kenta Oono, Nontawat Charoenphakdee, Kotatsu Bito, Zhengyan Gao, Hideyoshi Igata, Masashi Yoshikawa, Yoshiaki Ota, Hiroki Okui, Kei Akita, Shoichiro Yamaguchi, Yohei Sugawara, Shin-ichi Maeda, Kunihiko Miyoshi, Yuki Saito, Koki Tsuda, Hiroshi Maruyama, Kohei Hayashi

Creating a general-purpose generative model for healthcare data based on multiple clinical studies

PLOS Digital Health

Bioinformatics / Healthcare

By : Hiroshi Maruyama, Kotatsu Bito, Yuki Saito, Masanobu Hibi, Shun Katada, Aya Kawakami, Kenta Oono, Nontawat Charoenphakdee, Zhengyan Gao, Hideyoshi Igata, Masashi Yoshikawa, Yoshiaki Ota, Hiroki Okui, Kei Akita, Shoichiro Yamaguchi, Yohei Sugawara, Shin-ichi Maeda

GenerRNA: A generative pre-trained language model for de novo RNA design

PLoS ONE 19

Bioinformatics / Healthcare

By : Yichong Zhao, Kenta Oono, Hiroki Takizawa, KoteraMasaaki

Controlling Posterior Collapse by an Inverse Lipschitz Constraint on the Decoder Network

ICML 2023

Machine Learning / Deep Learning

By : Yuri Kinoshita, Kenta Oono, Kenji Fukumizu, Yuichi Yoshida, Shin-ichi Maeda

Population-based De Novo Molecule Generation, Using Grammatical Evolution

Chemistry Letters, 47, 1431-1434, 2018

Chemoinformatics / Materials Science

By : Naruki Yoshikawa, Kei Terayama, Masato Sumita, Teruki Homma, Kenta Oono, Koji Tsuda

Semi-supervised learning of hierarchical representations of molecules with neural message passing

Machine Learning for Molecules and Materials in NIPS 2017

Chemoinformatics / Materials Science

By : Hai Nguyen, Shin-ichi Maeda, Kenta Oono

Deep Learning Implementations and Frameworks

AAAI 2017 Tutorial

Machine Learning / Deep Learning

By : Seiya Tokui, Kenta Oono, Atsunori Kanemura

Deep Learning Implementations and Frameworks

PAKDD 2016 Tutorial

Machine Learning / Deep Learning

By : Seiya Tokui, Kenta Oono, Atsunori Kanemura, Toshihiro Kamishima

Testing properties of functions on finite groups

Random Structures & Algorithms 2016, Journal Article

Machine Learning / Deep Learning

By : Kenta Oono, Yuichi Yoshida