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PhD Shinichi Nakajima

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Technische Universität Berlin
Probabilistic Modeling and Inference

Marchstraße 23, 10587 Berlin
https://www.tu.berlin/en/ml

Shinichi Nakajima Bifold research group lead
© Nakajima

PhD Shinichi Nakajima

Research Junior Group Lead

Dr. Shinichi Nakajima is a member of Machine Learning Group in Technische Universität Berlin. He received the master degree on physics in 1995 from Kobe university, and worked with Nikon Corporation until September 2014 on statistical analysis, image processing, and machine learning. He received the doctoral degree on computer science in 2006 from Tokyo Institute of Technology. His research interest is in theory and applications of machine learning, in particular, Bayesian inference, generative modeling, uncertainty estimation, explainable artificial intelligence, and their applications for computer vision, natural language processing, science and quantum computing. At the BIFOLD he leads the research group "Probabilistic Modeling and Inference".

 

 

Gabriel Nobis, Maximilian Springenberg, Marco Aversa, Michael Detzel, Rembert Daems, Roderick Murray-Smith, Shinichi Nakajima, Sebastian Lapuschkin, Stefano Ermon, Tolga Birdal, Manfred Opper, Christoph Knochenhauer, Luis Oala, Wojciech Samek

Generative Fractional Diffusion Models

October 31, 2024
https://doi.org/10.48550/arXiv.2310.17638

Dennis Grinwald, Philipp Wiesner, Shinichi Nakajima

Federated Learning over Connected Modes

October 31, 2024
https://doi.org/10.48550/arXiv.2403.03333

Marco Morik, Ali Hashemi, Klaus-Robert Müller, Stefan Haufe, Shinichi Nakajima

Enhancing Brain Source Reconstruction through Physics-Informed 3D Neural Networks

October 31, 2024
https://doi.org/10.48550/arXiv.2411.00143

Andrea Bulgarelli, Elia Cellini, Karl Jansen, Stefan Kühn, Alessandro Nada, Shinichi Nakajima, Kim A. Nicoli, Marco Panero

Flow-based Sampling for Entanglement Entropy and the Machine Learning of Defects

October 18, 2024
https://doi.org/10.48550/arXiv.2410.14466

Thomas Schnake, Farnoush Rezaei Jafaria, Jonas Lederer, Ping Xiong, Shinichi Nakajima, Stefan Gugler, Grégoire Montavon, Klaus-Robert Müller

Towards Symbolic XAI -- Explanation Through Human Understandable Logical Relationships Between Features

August 30, 2024
https://doi.org/10.48550/arXiv.2408.17198