AUBERT KATO NATHANAEL YANN IVAN
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Research Keywords 【 display / non-display 】
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DNA computing; Molecular programming; Micro-robots; Evolutionary optimization; Swarming behavior
Research Pursuits 【 display / non-display 】
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My current research pursuit is the implementation of controllers (i.e., computers) for molecular robots. This topic involves a large range of interests, ranging from the design and implementation of complex non-linear reaction systems to the exploration and optimization of reservoir computing systems characteristics. I am also applying machine learning techniques broadly to the analysis of biological data.
Educational Pursuits 【 display / non-display 】
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- Exercises in Programming (1st year; mandatory). This class aims to bring students to fluency in the C programming language through hands-on experience.
- Software Engineering (3rd year; elective). Focuses on best practices in software development and on how to work efficiently as a team.
- Exercises in Information Sciences Ⅳ (3rd year; elective). The aim of this class is to give students direct experience with working in a research lab. The supervision is shared among all professors of the department.
- Advanced Topics on Unconventional Computing/Seminar on Unconventional Computing (Graduate). The aim of those classes is to introduce students to advanced topic related to unconventional computing, including formal definitions of computing systems and how to implement them in system-specific settings.
Future Research Plans, Research Prospects, and Joint Research Potential 【 display / non-display 】
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Future work will focus on a systematic exploration of the range of characteristics of reservoirs found so far (memory capacity, kernel rank, generalization rank, ...), on the integration of such computing system with molecular robots (both in silico and in vitro), and on the implementation of hybrid quality-diversity algorithm able to use a combination of real-world experimental data and simulations to suggest optimized system designs.
Degree 【 display / non-display 】
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PhD (Information Science and Technology Science), The University of Tokyo, 2014.03
Campus Career 【 display / non-display 】
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Campus Educational System Reform Division Promotion Center of Leading Graduate School, Project Assistant Professor
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Faculty of Core Research Natural Science Division, Assistant Professor
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Headquarters for Research and Innovation, Research Advancement Division, Education and Research Department Center for Interdisciplinary AI and Data Science Center for Interdisciplinary AI and Data Science, Member
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Faculty of Core Research Natural Science Division, Lecturer
Research Field 【 display / non-display 】
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Informatics / Informatics / Life, health and medical informatics
Books 【 display / non-display 】
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Molecular Robotics: An Introduction
Design Theory of Molecular Robots, Springer Nature, 2022.08, KAWAMATA Ibuki, KOBAYASHI Satoshi, KOMIYA Ken, NAKAKUKI Takashi, AUBERT-KATO Nathanael, AZUMA Shun-ichi, GUTMANN Gregory, KONAGAYA Akihiko, YAMAUCHI Yukiko, SUZUKI Yasuhiro, SUGAWARA Ken, MURATA Satoshi, Scholarly book, 13-58
Papers 【 display / non-display 】
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Random forest algorithms to classify frailty and falling history in seniors using plantar pressure measurement insoles: a large-scale feasibility study
BMC geriatrics, BioMed Central, , vol.22(1)(p.1 - 16), 2022.12, ANZAI Emi, REN Dian, CAZENILLE Leo, AUBERT-KATO Nathanael, TRIPETTE Julien, OHTA Yuji, Original, Research paper (scientific journal), Coauthor
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Synaptic pruning with MAP-elites
Proceedings of the Genetic and Evolutionary Computation Conference Companion, ACM, (p.639 - 642), 2022.07, DA ROLD Federico, WITKOVSKI Olaf, AUBERT-KATO Nathanael, Original, Research paper (international conference proceedings), Capital Author
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Toggling Between Two Limit Cycles in a Molecular Ecosystem
New Generation Computing, Springer Nature, , vol.40(2)(p.703 - 721), 2022.07, FAUSTE-GAY Adrien, LOBATO-DAUZIER Nicolas, BACCOUCHE Alexandre, RONDELEZ Yannick, KIM Soo Hyeon, FUJII Teruo, AUBERT-KATO Nathanael, GENOT Anthony, Original, Research paper (scientific journal), Capital Author
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Co-expression network analysis of environmental canalization in the ascidian Ciona
BMC Ecology and Evolution, Springer Nature, , vol.22(1), 2022.04, SATO Atsuko, OBA Gina, AUBERT-KATO Nathanael, YURA Kei, BISHOP John , Original, Research paper (scientific journal), Coauthor
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Controlling The Synchronization of Molecular Oscillators Through Indirect Coupling
Micromachines, , vol.13(2), 2022.02, INAGAKI Shiho, AUBERT-KATO Nathanael, Original, Research paper (scientific journal), Capital Author
Presentations 【 display / non-display 】
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Interfacing molecular reservoirs and electronic computers through temperature and fluorescence-based signaling
LOBATO-DAUZIER Nicolas, CAZENILLE Leo, GENOT Anthony, AUBERT-KATO Nathanael, International, 2021.12, Pacifichem, Not Invited, Main Speaker
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Emergence of structures from parasitic species in a spatially distributed molecular system
AUBERT-KATO Nathanael, GINES Guillaume, FUJII Teruo, RONDELEZ Yannick, International, 2021.07, ALIFE 2021, Not Invited, Main Speaker
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Exploring Self-Assembling Behaviors in a Swarm of Bio- micro-robots using Surrogate-Assisted MAP-Elites
CAZENILLE Leo, BREDECHE Nicolas, AUBERT-KATO Nathanael, Domestic, 2020.10, Not Invited, Coauthor
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Automated exploration of CRN generating DNA structures
CAZENILLE Leo, BACCOUCHE Alexandre, AUBERT-KATO Nathanael, Domestic, 2020.10, Not Invited, Main Speaker
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Automated exploration of DNA-structures-building CRNs
CAZENILLE Leo, BACCOUCHE Alexandre, AUBERT-KATO Nathanael, International, 2020.09, DNA 26, Not Invited, Main Speaker
Receipt of outside funds (Education, Research, Contribution to Society and industry-academia[government] collaboration) 【 display / non-display 】
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Grant-in-Aid for Scientific Research(A)2022, 2,500Thousand yen
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Grant-in-Aid for Scientific Research(C)2022, 1,200Thousand yen
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Grant-in-Aid for JSPS Fellows2022, 650Thousand yen
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国際共同研究加速基金(国際共同研究強化(B))2022, 2,500Thousand yen
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Grant-in-Aid for Scientific Research(A)2021, 3,500Thousand yen
Open lectures; lectures, courses, and seminars; guest lectures; etc. 【 display / non-display 】
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DNA Computing
2012.09, Japonder
Media coverage, appearances, commentary, etc. 【 display / non-display 】
- Engineering and Technology Magazine
2014.01.22