Research field (6):
Intelligent informatics
, Applied mathematics and statistics
, Basic mathematics
, Information theory
, Sensitivity (kansei) informatics
, Soft computing
Research theme for competitive and other funds (18):
2021 - 2024 Challenge to modeling space-sickness based on gravity perception toward manned space activity
2018 - 2022 Development of New Generation Artificial Intelligence Based on Theoretical Analyses of Deep Learning
2017 - 2020 Development of cancer diagnosis and prediction algorithm using exhaled gas
2015 - 2020 Evaluation and control of epilepsy dynamics based on multimodal brain signals and thermal neuromodulation using focal brain cooling
2017 - 2019 Identification of neural function for establishing a complex social in mouse
2017 - 2019 Interaction model for human and animals based on machine learning
2013 - 2018 Understanding the neural basis of empathetic behaviors
2015 - 2017 機械学習による人および動物の行動の定量的解析
2013 - 2016 Force distribution and morphological change in polarized cell migration
2013 - 2016 Extension of nonparametric Bayesian methods to semiparametric models and its applications
2006 - 2009 Analysis of Learning Machines with Information Geometry and Information Theory
2003 - 2005 幾何学的手法によるカーネル法の汎化能力の漸近論的解析
2002 - 2005 A Statistical Study on Bayes Statistics and Ensemble Learning
2000 - 2001 時間符号化ニューラルネットワークの統計的性質
1999 - 1999 時間符号化連想記憶ネットワークの記銘と再生
1998 - 1998 時間符号化単純ネットワークの情報処理能力
1995 - 1997 Studies on Optimum Design method for multilayr Neural Net works with Minimum Network Sige
1996 - 1996 機械学習の情報幾何学的解析
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Papers (230):
Ryosuke Fujikawa, Chika Okimura, Satoshi Kozawa, Kazushi Ikeda, Naoyuki Inagaki, Yoshiaki Iwadate, Yuichi Sakumura. Bayesian traction force estimation using cell boundary-dependent force priors. Biophysical Journal. 2023
Panyawut Sri-iesaranusorn, Ryoichi Sadahiro, Syo Murakami, Saho Wada, Ken Shimizu, Teruhiko Yoshida, Kazunori Aoki, Yasuhito Uezono, Hiromichi Matsuoka, Kazushi Ikeda, et al. Data-driven categorization of postoperative delirium symptoms using unsupervised machine learning. Frontiers in Psychiatry. 2023. 14
Chie Hieida, Tomoaki Yamamoto, Takatomi Kubo, Junichiro Yoshimoto, Kazushi Ikeda. Negative emotion recognition using multimodal physiological signals for advanced driver assistance systems. Artificial Life and Robotics. 2023
Riza Rae Pineda, Takatomi Kubo, Masaki Shimada, Kazushi Ikeda. Deep MAnTra: deep learning-based multi-animal tracking for Japanese macaques. Artificial Life and Robotics. 2023. 28. 1. 127-138
Riza Rae Pineda, Takatomi Kubo, Masaki Shimada, Kazushi Ikeda. Deep MAnTra: deep learning-based multi-animal tracking for Japanese macaques. Artificial Life and Robotics. 2023. 28. 1. 127-138
Soriano Jaymar, Kubo Takatomi, Inoue Takao, Kida Hiroyuki, Yamakawa Toshitaka, Suzuki Michiyasu, Ikeda Kazushi. Differential temperature sensitivity of synaptic and firing processes in a neural mass model of epileptic discharges explains heterogeneous response of experimental epilepsy to focal brain cooling. 2017