Journal
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Takuya Maekawa,
Kazuya Ohara,
Yizhe Zhang,
Matasaburo Fukutomi,
Sakiko Matsumoto,
Kentaro Matsumura,
Hisashi Shidara,
Shuhei Yamazaki,
Ryusuke Fujisawa,
Kaoru Ide,
Naohisa Nagaya,
Koji Yamazaki,
Shinsuke Koike,
Takahisa Miyatake,
Kotaro Kimura,
Hiroto Ogawa,
Susumu Takahashi,
Ken Yoda,
"Deep Learning-assisted Comparative Analysis of Animal Trajectories with DeepHL,"
Nature Communications ,
vol.11,
no.1,
pp.5316,
October 2020.
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Shuhei Yamazaki,
Kazuya Ohara,
Kentaro Ito,
Nobuo Kokubun,
Takuma Kitanishi,
Daisuke Takaichi,
Yasufumi Yamada,
Yosuke Ikejiri,
Fumie Hiramatsu,
Kosuke Fujita,
Yuki Tanimoto,
Akiko Yamazoe-Umemoto,
Koichi Hashimoto,
Katsufumi Sato,
Ken Yoda,
Akinori Takahashi,
Yuki Ishikawa,
Azusa Kamikouchi,
Shizuko Hiryu,
Takuya Maekawa,
Kotaro Kimura,
"Steftr: a Hybrid Versatile Method for State Estimation and Feature Extraction from the Trajectory of Animal Behavior,"
Frontiers in Neuroscience ,
vol.13,
June 2019.
International Conference
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Kotaro Kimura,
Shuhei Yamazaki,
Ichiro Takeuchi,
Takuya Maekawa,
"Pan-Behavioromics: Comprehensive Analysis of Worms Behavior Using Machine Learning Methods and Its Application to Animals in General,"
International C. elegans Conference ,
June 2017.
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Shuhei Yamazaki,
Yosuke Ikejiri,
Fumie Hiramatsu,
Akiko Yamazoe-Umemoto,
Kosuke Fujita,
Yuki Tanimoto,
Koichi Hashimoto,
Takuya Maekawa,
Kotaro Kimura,
"Learning-dependent behavioral modulation of sensory behavior revealed by machine learning and optophysiological analysis in a virtual environment,"
International C. elegans Conference ,
June 2017.
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Takuya Maekawa,
Kazuya Ohara,
Yizhe Zhang,
Kotaro Kimura,
Shuhei Yamazaki,
"Comparative Analysis of Worms Behavior with Deep Neural Networks,"
International C. elegans Conference ,
June 2017.
GitHub