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Neuroscience Laboratories

Perceptual and Cognitive Neuroscience Laboratory

Prof. NISHIMOTO Shinji Prof. NISHIMOTO Shinji

Keywords:

Natural perception, Cognition, Brain Representation, Systems Neuroscience

Quantitative understanding of the human brain

We aim to understand the neural basis underlying diverse perceptual and cognitive functions in the human brain. More specifically, our research focuses on understanding neural processing and representation by building predictive models of brain activity evoked under natural perceptual and cognitive conditions. Using such models, we also aim to develop quantitative bases for decoding brain activity as a medium for communications.

Schematics of our approach. We record brain activity evoked by natural perceptual and cognitive experiences and build predictive models. By analyzing the models, we aim at understanding information processing and representation in the brain.

Members

Shinji Nishimoto (Professor) nishimoto[at]fbs.osaka-u.ac.jp
Kota Sasaki (Assistant Professor) kota[at]fbs.osaka-u.ac.jp
Rieko Kubo (Researcher)  
Masahiro Yamashita (Researcher)  
Naoto Ichikawa (Technical Staff)  
Rumiko Miyatake (Technical Staff)  
Akiko Yamamoto (Technical Staff)  

You could probably reach more information of individual researchers by Research Map and researcher's search of Osaka-U.

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Q&A

What is your hot research topic?
Recent development in machine learning techniques, including deep learning and natural language processing, allow us to build more accurate predictive models of brain activity. Using such technologies, we aim to acquire new quantitative knowledge and interpretations on information processing and representation in the brain.
What kind of background do your lab members have?
Our research members (FBS/NICT) have diverse backgrounds, including biophysics, neurophysiology, computer science, psychology, and art.
Do you collaborate with institutions outside of Osaka Univ.?
We are collaborating with NICT CiNet (close relation with Osaka University CiNet), University of Tokyo (JST ERATO/Mirai Program), and other research institutes.

Research Highlights

Publications (Research Articles, Reviews, Books)

2021

Ikutani Y, Kubo T, Nishida S, Hata H, Matsumoto K, Ikeda K, Nishimoto S.

Expert Programmers Have Fine-Tuned Cortical Representations of Source Code.

eNeuro. 8(1):ENEURO.0405-20.2020.  2021 PMID:33318072 DOI:10.1523/ENEURO.0405-20.2020

Nakai T, Koide-Majima N, Nishimoto S.

Correspondence of categorical and feature-based representations of music in the human brain.

Brain Behav. 11(1):e01936.  2021 PMID:3316434 DOI:10.1002/brb3.1936

2020

Koide-Majima N, Nakai T, Nishimoto S.

Distinct dimensions of emotion in the human brain and their representation on the cortical surface.

Neuroimage 222:117258.  2020 PMID:32798681 DOI:10.1016/j.neuroimage.2020.117258

Nishida, S., Nakano, Y., Blanc, A., Maeda, N., Kado, M., & Nishimoto, S.

Brain-Mediated Transfer Learning of Convolutional Neural Networks.

Proceedings of the AAAI Conference on Artificial Intelligence 34:5281-5288.  2020 DOI:10.1609/aaai.v34i04.5974

Nakai T, Nishimoto S.

Quantitative models reveal the organization of diverse cognitive functions in the brain.

Nat Commun. 11(1):1142.  2020 PMID:32123178 DOI:10.1038/s41467-020-14913-w

Our ideal candidate (as a graduate student)

We are looking for a highly motivated person to work on our research topics as our lab members.

Contact

Perceptual and Cognitive Neuroscience Laboratory, Graduate School of Frontier Biosciences, Osaka University,
1-4 Yamadaoka, Suita, Osaka 565-0871 Japan.
TEL: +81-6-6879-4434
E-mail: nishimoto[at]fbs.osaka-u.ac.jp (Prof. NISHIMOTO Shinji)

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