研究キーワード
混合モデル, 確率過程, 階層クラスタ分析, 機械学習, 包括脳ネットワーク, コインシデンスディテクタ, SVM, 漸近論, ニュ-ラルネットワ-ク, ダイナミクス, シンファイアチェーン, 活性化関数, 隠れ層, 学習アルゴリズム, 学習曲線, 積分幾何学, パルス・パケット, スパイク統計, 学習, 集団学習, 階層形ニュ-ラルネットワ-ク, ニューラル・ネットワーク, 教師あり学習, テンポラル・コ-ディング, テンポラル・コーディング, ベイズ統計, サポートベクトルマシン, 時間符号化, ノルム, シファイア・チェーン, ニュ-ラル・ネットワ-ク, 情報理論, 計算論的学習理論, カーネル法, 予測誤差, 階層形ネットワ-ク, 連想記憶, リカレントネットワ-ク, テンポラルコーディング, 線形分離機械, EMアルゴリズム, 安定性, パタ-ン分類, 統計的学習, ニューラルネットワーク, コインシデンス・ディテクタ, 情報幾何学
研究分野
情報通信 / 知能情報学 / , 自然科学一般 / 応用数学、統計数学 / , 自然科学一般 / 数学基礎 / , 情報通信 / 情報学基礎論 / , 情報通信 / 感性情報学 / , 情報通信 / ソフトコンピューティング /
研究室概要
数理モデルにもとづいた問題解決、特に機械学習アルゴリズムの開発と解析、脳神経活動や行動データなどの生体信号解析やモデル化による数理生命科学、ヒューマン・マシン・システムの工学応用に関する研究・教育を行う。
学術論文
"Variance Control for Black Box Variational Inference Using The James-Stein Estimator," Artificial Life and Robotics, vol.in press., 9 Apr. 2025
Dominic Dayta, Takatomi Kubo, Kazushi Ikeda
"Contextualized Messages Boost Graph Representations," Transactions on Machine Learning Research, vol.in press, 6 Apr. 2025
Brian Godwin Lim, Galvin Brice Sy Lim, TAN RENZO ROEL PEREZ, Kazushi Ikeda
"Path survival probabilities as measures of resilience for lifeline utility networks," Journal of Combinatorial Optimization, vol.in press, 1 Apr. 2025
Brian Godwin S. Lim, TAN RENZO ROEL PEREZ, Richard M. de Jesus, Lessandro Estelito O. Garciano, Agnes D. Garciano, Kazushi Ikeda
"Geo-Distributed Multi-Cloud Data Center Storage Tiering and Selection with Zero-Suppressed Binary Decision Diagrams," Journal of Cloud Computing, vol.in press, 1 Apr. 2025
Brian Godwin S. Lim, Miguel Saavedra, TAN RENZO ROEL PEREZ, Kwangsung Oh, Kazushi Ikeda, William Yu
"Investigating the effect of microwave growth parameter regulation in the growth and thermoelectric properties of zinc oxide nanorods/ carbon fabric for wearable thermoelectric application," Carbon Letters, 25 Mar. 2025
C. Suresh Prasanna, S. Harish, Toshitaka Yamakawa, Kazushi Ikeda, Y. Hayakawa, H. Hamasaki, Hiroya Ikeda, M. Navaneethan
[ doi:10.1007/s42823-025-00890-x ]
"Wasserstein Non-Negative Matrix Factorization for Multi-Layered Graph and Its Application to Mobility Data," IEEE Open Journal of Signal Processing, vol.6, pp194-202, 14 Jan. 2025
Hirotaka Kaji, Kazushi Ikeda
[ doi:10.1109/OJSP.2025.3528869 ]
"A recursive framework for evaluating moments using zero-suppressed binary decision diagrams," IEEE Access, vol.in press, 28 Jun. 2024
Brian Godwin Lim, Tan Renzo Roel Perez, Jun Kawahara, Shin-ichi Minato, Kazushi Ikeda
"Microwave assisted solvothermal technique for in-situ growth of vertical ZnO nanorods on carbon fabric for wearable thermoelectric application," Journal of Materials Science: Materials in Electronics, vol.35, pp1099, Jun. 2024
Suresh Prasanna, S Harish, Toshitaka Yamakawa, Kazushi Ikeda, Yasuhiro Hayakawa, Hiromu Hamasaki, Hiroya Ikeda, Navaneethan M
"A Connected-Component Improvement Procedure for Relative Isolation Probability Calculation," Engineering Letters, ppin press, 5 Mar. 2024
TAN RENZO ROEL PEREZ, Kazushi Ikeda
"Time-series blood cytokine profiles correlate with treatment responses in triple-negative breast cancer patients," British Journal of Cancer, vol.in press, Dec. 2023
Don Pietro Saldajeno, Shinpei Kawaoka, Norikazu Masuda, Sunao Tanaka, Hiroko Bando, Tomomi Nishimura, Takayuki Kadoya, Takashi Yamanaka, Shigeru Imoto, Ravindranath M. Velaga, Nobuko Tamura, Tomoyuki Aruga, Kazushi Ikeda, Yukiko Fukui, Yurina Maeshima, Masahiro Takada, Eiji Suzuki, Takayuki Ueno, Seishi Ogawa, Hironori Haga, Shinji Ohno, Satoshi Morita, Kosuke Kawaguchi, Masakazu Toi
"Bayesian traction force estimation using cell boundary-dependent force priors ," Biophysical Journal, 2023.11
Ryosuke Fujikawa, Chika Okimura, Satoshi Kozawa, Kazushi Ikeda, Naoyuki Inagaki, Yoshiaki Iwadate, Yuichi Sakumura
"Engineering a data processing pipeline for an ultra-lightweight lensless fluorescence imaging device with neuronal-cluster resolution," Artificial Life and Robotics, vol.28, no.3, pp483-495, Aug. 2023
Zihao Yu, Mark Christian S. G. Guinto, Brian Godwin S. Lim, TAN RENZO ROEL PEREZ, Junichiro Yoshimoto, Kazushi Ikeda, Yasumi Ohta, Jun Ohta
[ doi:10.1007/s10015-023-00875-x ]
"Data-Driven Categorization of Postoperative Delirium Symptoms Using Unsupervised Machine Learning," Frontiers in Psychiatry, vol.18, Jun. 2023
Panyawut Sri-iesaranusom, Ryoichi Sadahiro, Syo Murakami, Saho Wada, Ken Shimizu, Teruhiko Yoshida, Kazunori Aoki, Yasuhito Uezono, Hiromichi Matsuoka, Kazushi Ikeda, Junichiro Yoshimoto
[ doi:10.3389/fpsyt.2023.1205605 ]
"Negative emotion recognition using multimodal physiological signals for advanced driving automation systems," Artificial Life and Robotics, vol.in press, May. 2023
Chie Hieida, Tomoaki Yamamoto, Takatomi Kubo, Junichiro Yoshimoto, Kazushi Ikeda
"Learning to mimic programmers gaze behavior for program comprehension improvement," Artificial Life and Robotics, vol.28, no.2, pp295-306, May. 2023
Jeanne Barthelemy, Takatomi Kubo, Takeshi D. Itoh, Kiyoka Ikeda, Kazushi Ikeda
"Decoding cellular deformation from pseudo-simultaneously observed Rho GTPase activities," Cell Reports, vol.42, no.2, pp112071, 28 Feb. 2023
Katsuyuki Kunida, Nobuhiro Takagi, Kazuhiro Aoki, Kazushi Ikeda, Takeshi Nakamura, Yuichi Sakumura
"A Hawkes Model Approach to Modeling Price Spikes in the Japanese Electricity Market," Energies, vol.16, pp1570, 4 Feb. 2023
Bikeri Adline, Kazushi Ikeda
[ doi:10.3390/en16041570 ]
"Deep MAnTra: Deep learning-based multi-animal tracking for Japanese macaques," Artificial Life and Robotics, vol.28, no.1, pp127-138, Feb. 2023
Riza Rae Pineda, Takatomi Kubo, Masaki Shimada, Kazushi Ikeda
"Machine-Learned Fermi Level Prediction of Solution-Processed Ultrawide-Bandgap Amorphous Gallium Oxide (a-Ga2Ox)," ACS Applied Electronic Materials, vol.4, pp5838-5846, 2022.11.25
Diki Purnawati, Paul Rossener Regonia, Bermundo Juan Paolo Soria, 池田 和司, 浦岡 行治
[ doi:10.1021/acsaelm.2c01013 ]
"Output Power Characterization of Flexible Thermoelectric Power Generators," IEICE Trans. Electronics, vol.E105-C, no.10, Oct. 2022
Daiki Kansaku, Nobuhiro Kawase, Naoki Fujiwara, Faizan Khan, Arockiyasamy Periyanayaga Kristy, Kuruvankatil Dharmajan Nisha, Toshitaka Yamakawa, Kazushi Ikeda, Yasuhiro Hayakawa, Keiji Murakami, Masaru Shimomura, Hiroya Ikeda
"Machine learning-enabled nanosafety assessment of multi-metallic alloy nanoparticles modified TiO2 system," NanoImpact, vol.28, pp100442, Oct. 2022
Paul Rossener Regonia, Joshua Philippe Olorocisimo, Florencio De los Reyes, Kazushi Ikeda, Christian Mark Pelicano
"Defecation Prediction System Using Bowel Sound," IPSJ Transactions on Bioinformatics, vol.15, pp17-21, 1 Aug. 2022
Soki Marumoto, Takatomi Kubo, Makoto Tada, Kazushi Ikeda
"Effect of capping agent for synthesis of ZnO nanostructures on carbon fabrics for thermopower production," Journal of Materials Science: Materials Electronics, vol.33, pp9301-9311, Apr. 2022
A. Periyanayaga Kristy, N. Kawase, M. Navaneethan, K. D. Nisha, Toshitaka Yamakawa, Kazushi Ikeda, M. Shimomura, Y. Hayakawa, Hiroya Ikeda
[ doi:10.1007/s10854-021-07295-2 ]
"Electrocardiogram measurement and emotion estimation of working dogs," IEEE Robotics and Automation Letters, vol.7, no.2, pp4047-4054, Apr. 2022
Kazunori Ohno, Koutaro Sato, Ryunosuke Hamada, Takatomi Kubo, Kazushi Ikeda, Miho Nagasawa, Takefumi Kikusui,, Sandeep Kumar Nayak, Shotaro Kojima, Satoshi Tadokoro
"Multi-level attention pooling for graph neural networks: Unifying graph representations with multiple localities," Neural Networks, vol.145, pp356-373, Jan. 2022
Takeshi D. Itoh, Takatomi Kubo, Kazushi Ikeda
"The relative isolation probability of a vertex in a multiple-source edge-weighted graph," Engineering Letters, vol.10, no.1, pp117-130, Jan. 2022
TAN RENZO ROEL PEREZ, Kyle Stephen S. See, Kazushi Ikeda, Jun Kawahara, Richard M. de Jesus, Lessandro Estelito O. Garciano, Agnes D. Garciano
"Recursive linear bounds for the vertex Chromatic number of the pancake graph," International Journal of Applied Mathematics, vol.52, no.1, pp71-80, Jan. 2022
Aldrich Ellis C. Asuncion, TAN RENZO ROEL PEREZ, Christian Paul O. Chan Shio, Kazushi Ikeda
"Modeling Heterogeneous Brain Dynamics of Depression and Melancholia Using Energy Landscape Analysis," Frontiers in Psychiatry, vol.12, pp2113, 25 Nov. 2021
Paul Rossener Regonia, Masahiro Takamura, Takashi Nakano, Naho Ichikawa, Alan Fermin, Go Okada, Yasumasa Okamoto, Shigeto YAMAWAKI, Kazushi Ikeda, Junichiro Yoshimoto
[ doi:10.3389/fpsyt.2021.780997 ]
"Expert programmers have fine-tuned cortical representations of source code," eNeuro, vol.8, no.1, 25 Jan. 2021
Yoshiharu Ikutani, Takatomi Kubo, Satoshi Nishida, Hideaki Hata, Kenichi Matsumoto, Kazushi Ikeda, Shinji Nishimoto
[ doi:10.1523/ENEURO.0405-20.2020 ]
"Arc Routing Based on the Zero-Suppressed Binary Decision Diagram," Transactions on Engineering Technologies, pp105-120, 25 Oct. 2020
Renzo Roel P. Tan, Florian Sikora, Kazushi Ikeda, Kyle Stephen S. See
[ doi:10.1007/978-981-15-8273-8_9 ]
"ウマ (Equus Caballus) とヒトにおける歩行同期の実証的研究," 動物心理学研究, vol.印刷中, 2020.10.12
上田江里子, 久保 孝富, 村重哲史, 永澤美保, 池田 和司, 瀧本-猪瀬彩加
"Extraction of Hierarchical Behavior Patterns Using a Non-Parametric Bayesian Approach," Frontiers in Computer Science, section Digital Public Health, vol.2, pp546917, Oct. 2020
Jeric Cruz Briones, Takatomi Kubo, Kazushi Ikeda
"A mathematical model of herding in horse-harem group," Journal of Ethology, vol.38, no.3, pp343-353, Sep. 2020
Clark Kendrick Go, Monamie Ringhofer, Bryan Lao, Takatomi Kubo, Shinya Yamamoto, Kazushi Ikeda
"心拍変動を用いた運動中のイヌの情動評価の試み," 動物心理学研究, vol.70, no.1, pp15-18, 2020.8
村山未来, 永澤美保, 片山真希, 池田 和司, 久保 孝富, 山川俊貴, 藤原幸一, 菊水健史
[ doi:10.2502/janip.70.1.1 ]
"Concerning a decision-diagram-based solution to the generalized directed rural postman problem," IAENG International Journal of Computer Science, vol.47, no.2, pp302-309, Jun. 2020
Renzo Roel P. Tan, Jun Kawahara, Kazushi Ikeda, Agnes D. Garciano, Kyle Stephan S. See
"Predicting the band gap of ZnO quantum dots via supervised machine learning models," Optik – International Journal for Light and Electron Optics, vol.207, pp164469, Apr. 2020
Paul Rossener Regonia, Atsushi Ishizumi, Christian Mark Pelicano, Hisao Yanagi, Kazushi Ikeda, Ryosuke Tani
"Data-efficient framework for personalized physiotherapy feedback," Frontiers in Computer Science, vol.2, pp3, Feb. 2020
Bryan Lao, Tamei Tomoya, Kazushi Ikeda
"Theoretical analysis of skip connections and batch normalization from generalization and optimization perspectives," APSIPA Trans. Signal and Information Processing, vol.9, ppe9, Feb. 2020
Yasutaka Furusho, Kazushi Ikeda
"Mechanisms maintaining cohesiveness of harem groups in horses: male herding and female reactions," Journal of Ethology, vol.38, no.1, pp71-77, Jan. 2020
Monamie Ringhofer, Clark Kendrick Go, Sota Inoue, Renata S. Mendonca, Satoshi Hirata, Takatomi Kubo, Kazushi Ikeda, Shinya Yamamoto
"Efficient learning with robust gradient descent," Machine Learning Journal, 16 Sep. 2019
Matthew J. Holland, Kazushi Ikeda
"Emotional Contagion From Humans to Dogs Is Facilitated by Duration of Ownership," Frontiers in Psychology, vol.10, pp1678, 19 Jul. 2019
Maki Katayama, Takatomi Kubo, Toshitaka Yamakawa, Koichi Fujiwara, Kensaku Nomoto, Kazushi Ikeda, Kazutaka Mogi, Miho Nagasawa, Takefumi Kikusui
"Direct Log-Density Gradient Estimation with Gaussian Mixture Models and its Application to Clustering," IEICE Transactions on Information and Systems, vol.E102, no.6, Jun. 2019
Qi Zhang, hiroaki sasaki, Kazushi Ikeda
"Data-efficient Learning of Robotic Clothing Assistance Using Bayesian Nonparametric Latent Variable Models," Advanced Robotics, vol.33, no.15-16, pp800-814, Apr. 2019
Nishanth Koganti, Tamei Tomoya, Kazushi Ikeda, Tomohiro Shibata
"ビッグデータ解析と機械学習," 分子精神医学, vol.18, no.3, pp9-15, 2018.7
池田 和司
"Computational Methods for Estimating Molecular System from Membrane Potential Recordings in Nerve Growth Cone," Scientific Reports, vol.8, no.4559, 14 Mar. 2018
Tatsuya Yamada, Makoto Nishiyama, Shigeyuki Oba, Henri Claver Jimbo, Kazushi Ikeda, Shin Ishii, Kyonsoo Hong, Yuichi Sakumura
[ NAISTレポジトリ ] [ doi:10.1038/s41598-018-22506-3 ]
"Non-monotonic convergence of online learning algorithms for Perceptrons with noisy teacher," Neural Networks, vol.in press., 9 Feb. 2018
Kazushi Ikeda, Arata Honda, Hiroaki Hanzawa, Seiji Miyoshi
"Merging Weighted SVMs for Parallel Incremental Learning," Neural Networks, ppin press, 19 Jan. 2018
Lei Zhu, Kazushi Ikeda, Shaoning Pang, Tao Ban, Abdolhossein Sarrahfzadeh
"Robust Regression Using Biased Objectives," Machine Learning Journal, vol.in press, Jun. 2017
Matthew James Holland, Kazushi Ikeda
"Bayesian Nonparametric Learning of Cloth Models for Real-time State Estimation," IEEE Transactions on Robotics, vol.33, no.4, pp916-931, Apr. 2017
Nishanth Koganti, Tomoya Tamei, Kazushi Ikeda, Tomohiro Shibata
"Pre-training in Deep Neural Networks from Information Theoretical Perspective," Neurocomputing, ppin press, 18 Dec. 2016
Yaustaka Furusho, Takatomi Kubo, Kazushi Ikeda
"Real-time prediction of cell division timing in developing zebrafish embryo," Scientific Reports, pp1-13, 6 Sep. 2016
Satoshi Kozawa, Takashi Akanuma, Tetsuo Sato, Yasuomi D. Sato, Kazushi Ikeda, Thomas N. Sato
"Modeling and prediction of driving behaviors based on automatic temporal segmentation," IEEE Trans. Intelligent Vehicles, ppin press, 30 Jun. 2016
Ryunosuke Hamada, Takatomi Kubo, Kazushi Ikeda, Zujie Zhang, Tomohiro Shibata, Takashi Bando, Kentarou Hitomi, Masumi Egawa
"Heart Rate Variability Predicts the Emotional State in Dogs," Behavioural Processes, vol.in press, 25 Apr. 2016
Maki Katayama, Takatomi Kubo, Kazutaka Mogi, Kazushi Ikeda, Miho Nagasawa, Takefumi Kikusui
"Minimum proper loss estimators for parametric models," IEEE Transactions on Signal Processing, vol.64, no.3, pp704-713, 1 Feb. 2016
Matthew Holland, Kazushi Ikeda
"Kinect-Based Posturography for In-Home Kinect-Based Posturography for In-Home," APSIPA Transactions on Signal and Information Processing, Sep. 2015
Tomoya Tamei, Yasuyuki Orito, Hiroyuki Funaya, Kazushi Ikeda, Yohei Okada, Tomohiro Shibata
"Shootin1–cortactin interaction mediates signal–force transduction for axon outgrowth," The Journal of Cell Biology, vol.210, no.4, pp663-676, 17 Aug. 2015
Yusuke Kubo, Kentarou Baba, Michinori Toriyama, Takunori Minegishi, Tadao Sugiura, Satoshi Kozawa, Kazushi Ikeda, Naoyuki Inagaki
[ NAISTレポジトリ ]
"Actin migration driven by directional assembly and disassembly of membrane anchored actin filaments," Cell Reports, vol.12, pp648-660, 16 Jul. 2015
Katsuno, H, Toriyama, M, Yoichiroh Hosokawa, Mizuno, K, Kazushi Ikeda, Sakumura, Y,, Inagaki, N.
[ NAISTレポジトリ ]
"Variational Inference with ARD Prior for NIRS Diffuse Optical Tomography," IEEE Transactions on Neural Networks and Learning Systems, vol.26, no.5, pp1109-1114, May. 2015
Atsushi Miyamoto, Kazuho Watanabe, Kazushi Ikeda, Masa-aki Sato
"Bayesian cell force estimation considering force directions," Neural Processing Letters, vol.41, no.2, pp191-200, Apr. 2015
Satoshi Kozawa, Yuichi Sakumura, Toriyama,M., Naoyuki Inagaki, Kazushi Ikeda
[ doi:10.1007/s11063-013-9320-y ]
"A probabilistic forecasting approach to wind turbine control," SICE Journal of Control, Measurement, and System Integration, vol.8, no.1, ppin press, Jan. 2015
Matthew James Holland, Kazushi Ikeda
""An efficient sampling algorithm with adaptations for Bayesian variable selection "," vol.61, no.1, pp22-31, Jan. 2015
Takamitsu Araki, Kazushi Ikeda, Shotaro Akaho
"Energy-Efficient User-State Recognition Method Using Wavelet Transform and Singular Value Decomposition," SICE Journal of Control, Measurement, and System Integration, vol.8, no.1, Jan. 2015
Yuki Maruno, Kenta Cho, Kazushi Ikeda
"前屈姿勢と側屈姿勢を合併したパーキンソン病患者に対する直流前提電気刺激ー電極極性が効果に与える影響の検討ー," vol.24, no.2, 2014.12
岡田洋平, 喜多頼広, 中村潤二, 柴田智広, 船谷浩之, 折戸靖幸, 為井 智也, 池田和司, 和田佳郎, 形岡博史, 上野聡, 冷水誠, 森岡周, 庄本康治
"ビッグデータの解析ツールとしての機械学習," 電子情報通信学会通信ソサエティ誌, pp26-30, 2014.6.1
池田和司
"Towards Excluding Redundancy in Electrode Grid for Automatic Speech Recognition Based on Surface EMG," vol.134, pp15-19, Jun. 2014
Takatomi Kubo, Masaki Yoshida, Takumu Hattori, Kazushi Ikeda
"Neural Decoding of Vowels during Covert Articulation using Electrocorticography," vol.8, pp125, Mar. 2014
Shigeyuki Ikeda, Tomohiro Shibata, Naoki Nakano, Rieko Okada, Naohiro Tsuyuguchi, Kazushi Ikeda, Amami Kato
"Object-based selection modulates top-down attentional shifts," vol.8, pp90, Feb. 2014
Satoshi Nishida, Tomohiro Shibata, Kazushi Ikeda
"Estimating passive dynamics distributions and state costs in linearly solvable Markov decision processes during Z learning execution," vol.7, no.1, pp48-54, Jan. 2014
Mauricio Burdelis, Kazushi Ikeda
"Variational Bayesian inference algorithms for infinite relational model of network data," Jan. 2014
Takuya Konishi, Takatomi Kubo, Kazuho Watanabe, Kazushi Ikeda
"Bayesian Cell Force Estimation Considering Force Directions," Sep. 2013
Satoshi Kozawa, Yuichi Sakumura, Michinori Toriyama, Naoyuki Inagaki, Kazushi Ikeda
"Estimating passive dynamics distributions and state costs in linearly solvable Markov decision processes during Z learning execution," SICE Journal of Control, Measurement, and System Integration, vol.6, ppin press, 26 Aug. 2013
Mauricio Burdelis, Kazushi Ikeda
"Bayesian Cell Force Estimation Considering Force Directions," Neural Processing Letters, vol.in press, 26 Aug. 2013
Satoshi Kozawa, Yuichi Sakumura, Michinori Toriyama, Naoyuki Inagaki, Kazushi Ikeda
"Adaptive Markov Chain Monte Carlo for Auxiliary Variable Method and Its Application to Parallel Tempering Learning Systems was accepted to Neural Networks," Neural Networks, vol.43, pp33-40, 1 Jul. 2013
Takamitsu Araki, Kazushi Ikeda
"Discharge-rate persistence of baseline activity during fixation reflects maintenance of memory-period activity in the macaque posterior parietal cortex," Cerebral Cortex(to appear), 22 Jan. 2013
Nishida, S., Tanaka, T., Tomohiro Shibata, Kazushi Ikeda, Aso, T., Ogawa, T.
"Towards Excluding Redundancy in Electrode Grid for Automatic Speech Recognition Based on Surface EMG," Neurocomputing, vol.to appear, 6 Jan. 2013
Takatomi Kubo, Masaki Yoshida, Takumu Hattori, Kazushi Ikeda
"Exponential Family Tensor Factorization: An Online Extension and Applications," Knowledge and Information Systems , vol.33, no.1, pp57-88, 1 Oct. 2012
Kohei Hayashi, Takashi Takenouchi, Tomohiro Shibata, Yuki Kamiya, Daishi Kato, Kazuo Kunieda, Keiji Yamada, Kazushi Ikeda
"スペクトルのシフト不変性と音響経路の周波数特性推定に基づく音楽音響信号の音高・発音時刻推定," 電子情報通信学会論文誌D, pp印刷中, 2012.8.2
池内 亮太, 池田 和司
"Low-Dimensional Feature Representation for Instrument Identification," SICE Journal of Control, Measurement, and System Integration, vol.5, no.4, pp249-258, Apr. 2012
Mizuki Ihara, Shinichi Maeda, Kazushi Ikeda, Shin Ishii
"Vowel Recognition Based on Surface Electromyography with Electrode Grid on Submental Region," 生体医工学, vol.50, no.1, pp38-46, Feb. 2012
Takatomi Kubo, Tomoki Toda, Masaki Yoshida, Takumu Hattori, Kazushi Ikeda
"Divergence measures and a general framework for local variational approximation," Neural Networks, vol.24, no.9, pp1102-1109, 15 Nov. 2011
Kazuho Watanabe, Masato Okada, Kazushi Ikeda
"運転状況を推定し学習データを選択する適応的ブレーキ警報システム," システム制御情報学会論文誌, vol.24, no.8, pp193-199, 2011.8.1
池田 和司, 味間 弘喜, 井上 裕太, 柴田 智広, 深谷 直樹, 人見 謙太郎, 坂東 誉司
"開かれた環境が育むマイクロマウスの技術進化," システム/制御/情報, vol.55, no.7, pp265-270, 2011.7.15
小島宏一, 加藤雄資, 福井善朗, 中村文一
"Multiclass Functional Discriminant Analysis and Its Application to Gesture Recognition," Journal of Classification, vol.28, no.2, pp227-243, 1 Jul. 2011
Hidetoshi Matsui, Takamitsu Araki, Sadanori Konishi
"A Support Vector Machine with Forgetting Factor and Its Statistical Properties," Neural Networks, vol.24, 1 Jun. 2011
Hiroyuki Funaya, Yoshihiko Nomura, Kazushi Ikeda
"Information Geometry in Neural Spike Sequences," Frontiers of Electrical and Electronic Engineering in China, vol.6, no.1, pp146-150, 1 Jan. 2011
Kazushi Ikeda, Daisuke Komazawa, Hiroyuki Funaya
"Statistical Properties of Incremental SVMs Storing Support Vectors," SICE Journal of Control, Measurement, and System Integration, vol.4, no.1, pp1-6, 1 Jan. 2011
Takemasa Yamasaki, Kazushi Ikeda
"漫然運転検出のための適応的ブレーキ警報システムの開発," デンソーテクニカルレビュー, vol.15, pp82-88, 2010.12.10
板東 誉司, 池田 和司, 味間 弘喜, 井上 裕太, 柴田 智広, 人見 謙太郎, 深谷 直樹
"Some Learning Properties of Modular Network SOMs," SICE Journal of Control, Measurement, and System Integration, vol.3, no.1, pp15-19, 1 Jan. 2010
Manabu Takeda, Kazushi Ikeda, Tetsuo Furukawa
"Subsurface imaging by Bayesian super-resolution for anti-personal mine detection using ground penetrating radar," Journal of Signal Processing, vol.in press, 2010
Satoshi Kozawa, Takashi Takenouchi, Kazushi Ikeda
"Statistical Properties of Incremental SVMs Storing Support Vectors," SICE Journal of Control, Measurement, and System Integration, vol.in press, 2010
Takemasa Yamasaki, Kazushi Ikeda
"Information Geometry in Neural Spike Sequences," Frontiers of Electrical and Electronics Engineering in China, vol.in press, 2010
Kazushi Ikeda, Daisuke Komazawa, Hiroyuki Funaya
"Group feature extraction based on matrix factorization from long-range office-logging data," Artificial Life and Robotics, vol.14, no.3, pp375-378, Dec. 2009
Izumi Kita, Tomohiro Shibata, Yuki Kamiya, Daishi Kato, Kazuo Kunieda, kenji Yamada, Kazushi Ikeda
"Prediction of human eye movements in facial discrimination tasks," Artificial Life and Robotics, vol.14, no.3, pp348-351, Dec. 2009
Satoshi Nishida, Tomohiro Shibata, Kazushi Ikeda
"Group Feature Extraction based on Matrix Factorization from Long-range Office-logging Data," Artificial Life and Robotics, vol.14, no.3, pp348-351, 2009
Kita, I., Tomohiro Shibata, Kamiya, Y., Kato, D., Kunieda,K., Yamada, K., Kazushi Ikeda
"Incremental Support Vector Machines and Their Geometrical Analyses," Neurocomputing, vol.70, no.13-15, pp2528-2533, 18 Jun. 2008
Kazushi Ikeda, Takemasa Yamasaki
"A Network Analysis of Genetic Algorithms," IEICE Trans. on Information and Systems, vol.E89-D, no.6, pp124-127, 1 Jun. 2008
Hiroyuki Funaya, Kazushi Ikeda
"Amplify-and-Forward Cooperative Diversity Schemes for Multi-Carrier Systems," IEEE Trans. on Wireless Communications, vol.7, no.5, pp1845-1850, 1 May. 2008
Megumi Kaneko, Kazunori Hayashi, Peter Popovski, Kazushi Ikeda, Hideaki Sakai, Ramjee Prasad
"The Asymptotic Equipartition Property in Reinforcement Learning and its Relation to Return Maximization," Neural Networks, vol.19, no.1, pp62-75, 1 Jan. 2008
Kazunori Iwata, Kazushi Ikeda, Hideaki Sakai
"A Statistical Property of Multi-Agent Learning Based on Markov Decision Process," IEEE Trans. on Neural Networks, vol.17, no.4, pp829-842, 1 Jun. 2006
Kazunori Iwata, Kazushi Ikeda
"Geometrical Properties of Lifting-Up in the Nu Support Vector Machines," IEICE Trans. on Information and Systems, vol.E89-D, no.2, pp847-852, 1 Feb. 2006
Kazushi Ikeda
"Effects of Kernel Function on Nu Support Vector Machines in Extreme Cases," IEEE Trans. on Neural Networks, vol.17, no.1, pp1-9, 1 Jan. 2006
Kazushi Ikeda
"Information Geometry of Interspike Intervals in Spiking Neurons," Neural Computation, vol.17, no.12, pp2719-2735, 1 Dec. 2005
Kazushi Ikeda
"Geometrical Properties of Nu Support Vector Machines with Different Norms," Neural Computation, vol.17, no.11, pp2508-2529, 1 Nov. 2005
Kazushi Ikeda, Noboru Murata
"An Asymptotic Statistical Theory of Polynomial Kernel Methods," Neural Computation, vol.16, no.8, pp1705-1719, 1 Aug. 2005
Kazushi Ikeda
"An Asymptotic Statistical Analysis of Support Vector Machines with Soft Margins," Neural Networks, vol.18, no.3, pp251-259, 1 Jun. 2005
Kazushi Ikeda, Tsutomu Aoishi
"On the Effects of Domain Size and Complexity in Empirical Distribution of Reinforcement Learning," IEICE Trans. on Information and Systems, vol.E88-D, no.1, pp135-142, 1 Jan. 2005
Kazunori Iwata, Kazushi Ikeda, Hideaki Sakai
"A New Criterion Using Information Gain for Action Selection Strategy in Reinforcement Learning," IEEE Trans. on Neural Networks, vol.15, no.4, pp792-799, 1 Jul. 2004
Kazunori Iwata, Kazushi Ikeda, Hideaki Sakai
"Geometry and Learning Curves of Kernel Methods with Polynomial Kernels," Systems and Computers in Japan, vol.35, no.7, pp41-48, 1 Jul. 2004
Kazushi Ikeda
"EM アルゴリズムを用いた確率的通信路に対する適応等化法," システム制御情報学会論文誌, vol.17, no.3, pp809-811, 2004.3.1
河本 孝生, 岩田 一貴, 池田 和司, 林 和則, 酒井 英昭
"Boundedness of Input Space and Effective Dimension of Feature Space in Kernel Methods," IEICE Trans. on Information and Systems, vol.E87-D, no.1, pp297-299, 1 Jan. 2004
Kazushi Ikeda
"前処理を用いたステレオエコーキャンセラにおける学習係数と収束速度," システム制御情報学会論文誌, vol.16, no.11, pp551-558, 2003.11.15
池田 和司, 坂本 涼平
"A Numerically Stable Fast Newton Type Adaptive Filter Based on Order Recursive Least Squares Algorithm," IEEE Trans. on Signal Processing, vol.51, no.9, pp2357-2368, 1 Sep. 2003
Youhua Wang, Kazushi Ikeda, Kenji Nakayama
"多項式カーネルをもつカーネル法の幾何学と学習曲線," 電子情報通信学会論文誌, vol.J86-D2, no.7, pp918-925, 2003.7.1
池田 和司
"Convergence Analyses of Stereo Acoustic Echo Canceler with Pre-Processing," IEEE Trans. on Signal Processing, vol.51, no.5, pp1324-1334, 1 May. 2003
Kazushi Ikeda, Ryohei Sakamoto
"A Synfire Chain in Layered Coincidence Detectors with Random Synaptic Delays," Neural Networks, vol.16, no.1, pp39-46, 1 Jan. 2003
Kazushi Ikeda
"Convergence Analysis of Block Orthogonal Projection and Affine Projection Algorithms," Signal Processing, vol.82, no.3, pp491-496, 1 Mar. 2002
Kazushi Ikeda
"Convergence Rate Analysis of Fast Predictor-Based Least Squares Algorithm," IEEE Trans. on Circuits and Systems II, vol.49, no.1, pp11-15, 1 Jan. 2002
Kazushi Ikeda, Shigemitsu Tanaka, Youhua Wang
受賞
"Best Oral Presentation Award," International Conference on Advanced Functional Materials and Devices (AFMD2024), 29 Feb. 2024
Yuki Ura, Naoki Fujiwara, Koki Kato, Hiromu Hamasaki, Hiroya Ikeda, Kazushi Ikeda
"ICROS Award for IROS2015 Best Application Paper Award," IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) , 1 Oct. 2015
Nishanth Koganti, Jimson Ngeo, Tomoya Tamei, Kazushi Ikeda, Tomohiro Shibata
"優秀研究賞," 日本神経回路学会, 2014.8
池田和司
"情報・システムソサエティ査読功労賞," 電子情報通信学会, 2014.6
池田和司
"システム制御情報学会産業技術賞," システム制御情報学会, 2012.5.22
池田 和司, 味間弘喜, 深谷直樹, 人見謙太郎, 坂東誉司
"IEEE関西支部学生研究奨励賞," IEEE関西支部, 2011.12.21
林浩平
"日本神経回路学会最優秀研究賞," 日本神経回路学会, 2011.12.16
西田 知史, 柴田 智広, 池田 和司
所属学協会
資料

久保 孝富

職位 准教授
領域 情報科学領域 AI応用情報学
研究室 数理情報学

数理モデルにもとづいた問題解決、特に機械学習アルゴリズムの開発と解析、脳神経活動や行動データなどの生体信号解析やモデル化による数理生命科学、ヒューマン・マシン・システムの工学応用に関する研究・教育を行う。

日永田 智絵

職位 助教
領域 情報科学領域 AI応用情報学
研究室 数理情報学

数理モデルにもとづいた問題解決、特に機械学習アルゴリズムの開発と解析、脳神経活動や行動データなどの生体信号解析やモデル化による数理生命科学、ヒューマン・マシン・システムの工学応用に関する研究・教育を行う。

LI YUZHE

職位 助教
領域 情報科学領域 AI応用情報学
研究室 数理情報学

数理モデルにもとづいた問題解決、特に機械学習アルゴリズムの開発と解析、脳神経活動や行動データなどの生体信号解析やモデル化による数理生命科学、ヒューマン・マシン・システムの工学応用に関する研究・教育を行う。

Tan Renzo Roel Perez

職位 特任助教
領域 情報科学領域 AI応用情報学
研究室 数理情報学

数理モデルにもとづいた問題解決、特に機械学習アルゴリズムの開発と解析、脳神経活動や行動データなどの生体信号解析やモデル化による数理生命科学、ヒューマン・マシン・システムの工学応用に関する研究・教育を行う。

丸野 由希

職位 博士研究員
領域 情報科学領域 AI応用情報学
研究室 数理情報学

数理モデルにもとづいた問題解決、特に機械学習アルゴリズムの開発と解析、脳神経活動や行動データなどの生体信号解析やモデル化による数理生命科学、ヒューマン・マシン・システムの工学応用に関する研究・教育を行う。