TANAKA Kazuyuki

J-GLOBAL         Last updated: Jan 21, 2019 at 11:50
 
Avatar
Name
TANAKA Kazuyuki
URL
https://www.smapip.is.tohoku.ac.jp/~kazu/index-e.html
Affiliation
Tohoku University
Section
Graduate School of Information Sciences Department of Applied Information Sciences Information and Applied Technology Physical Flucutuomatics
Job title
Professor
Degree
工学博士(Tohoku University), 工学修士(Tohoku University)

Research Areas

 
 

Academic & Professional Experience

 
Apr 2007
 - 
Today
Professor, Graduate School of Information Sciences, Tohoku University
 
Apr 1999
 - 
Mar 2007
Associate Professor, Graduate School of Information Sciences, Tohoku University
 
Mar 1997
 - 
Feb 1998
Honorary Research Fellow, Department of Statistics, University of Glasgow
 
Jul 1994
 - 
Mar 1999
Associate Professor, Department of Computer Science and Systems Engineering, Muroran Institute of Technology
 
Jun 1993
 - 
Jun 1994
Assistant Professor, Graduate School of Information Sciences, Tohoku University
 
Apr 1998
 - 
May 1993
Assistant Professor, Faculty of Engineering, Tohoku University
 

Education

 
 
 - 
Mar 1989
電子工学専攻, Graduate School, Division of Engineering, Tohoku University
 
 
 - 
Mar 1984
電子工学科, Faculty of Engineering, Tohoku University
 
 
 - 
Mar 1986
電子工学専攻, Graduate School, Division of Engineering, Tohoku University
 

Committee Memberships

 
Nov 2005
   
 
IEEE Computational Intelligence Society Japan Chapter  運営委員
 
Apr 2002
 - 
Mar 2005
Grant-in Aid for Scientific Research on Priority Areas: Statistical Mechanical Approach to Probabilistic Information Processing  Head Investigator
 
Nov 2004
   
 
電子情報通信学会 情報論的学習理論 時限研究専門委員会  専門委員
 
Nov 2005
   
 
2005 年情報論的学習理論ワークショップ (IBIS2005)  実行委員
 
Jul 2005
   
 
Satellite Meeting of STATPHYS 22 Statistical Physics of Disordered Systems and Its Applications  組織委員
 

Awards & Honors

 
Jun 2011
インターネットアーキテクチャ研究賞, 電子情報通信学会通信ソサイエティ インターネットアーキテクチャー研究会
Winner: 佐藤 剛, 和泉 勇治, 田中 和之
 

Published Papers

 
Shuntaro Okada, Masayuki Ohzeki, Kazuyuki Tanaka
Journal of the Physical Society of Japan   88(2) 024803-1-024803-6   Feb 2019   [Refereed]
We confirmed the annealing time required to obtain the desired success probability for quantum annealing by the
imaginary-time and real-time Schrödinger equations of Grover’s search, with two kinds of schedulings; one linearly
decreases the quantu...
Shuntaro Okada, Masayuki Ohzeki, Kazuyuki Tanaka
Journal of the Physical Society of Japan   88(2) 024802-1-024802-6   Feb 2019   [Refereed]
We analytically investigated the phase diagrams of one-dimensional Ising and XY models. A second-order phase
transition occurs in both models only with the transverse magnetic field. In this study, the fully connected ferromagnetic
and anti-ferrom...
Masayuki Ohzeki, Chako Takahashi, Shuntaro Okada, Masayoshi Terabe, Shinichiro Taguchi, Kazuyuki Tanaka
IEICE, Nonlinear Theory and Its Applications   9(4) 392-405   Oct 2018   [Refereed]
Recently, several powerful machines dedicated to solving combinatorial optimization problems through the Ising-model formulation have appeared. The trigger for the paradigm shift to a specialized machine for solving optimization problems was the D...
Kazuyuki Tanaka, Masamichi Nakamura, Shun Kataoka, Masayuki Ohzeki, Muneki Yasuda
Journal of the Physical Society of Japan   87(8) 085001-1-085001-2   Aug 2018   [Refereed]
A new Bayesian modeling method is proposed by combining the maximization of the marginal likelihood with a momentum-space renormalization group transformation for Gaussian graphical models. Moreover, we present a scheme for computing the statistic...
Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichiro Taguchi, Kazuyuki Tanaka
Journal of the Physical Society of Japan   87(7) 074001-1-074001-7   Jul 2018   [Refereed]
Several powerful machines, such as the D-Wave 2000Q, dedicated to solving combinatorial optimization problems through the Ising-model formulation have been developed. To input problems into the machines, the unknown parameters of the Ising model m...
Shunta Arai, Masayuki Ohzeki, Kazuyuki Tanaka
Journal of the Physical Society of Japan   87(3) 033001-1-033001-4   Mar 2018   [Refereed]
We detect the quantum phase transition of a quantum many-body system by mapping the observed results of the quantum state onto a neural network. In the present study, we utilized the simplest case of a quantum many-body system, namely a one-dimens...
Yuji Waizumi,Masako Omachi,Kazuyuki Tanaka
IEEE Internet of Things Journal   4(2) 320-329   Apr 2017   [Refereed]
This paper presents a framework of on-demand color calibration system to track pedestrians across nonoverlapping fields of fixed camera view. The proposed system is designed based on the machine-to-machine (M2M) approach, and exchanges color infor...
Masayuki Ohzeki, Yuta Kudo, Kazuyuki Tanaka
Journal of the Physical Society of Japan   87(1) 015001-1-015001-2   Jan 2018   [Refereed]
Most of the analytical studies on spin glasses are performed by using mean-field theory and renormalization group analysis. Analytical studies on finite-dimensional spin glasses are very challenging. In this short note, a possible extension of the...
Shun Kataoka, Takuto Kobayashi, Muneki Yasuda, Kazuyuki Tanaka
Journal of the Physical Society of Japan   85(11) 114802-1-114802-10   Nov 2016   [Refereed]
Muneki Yasuda, Chako Takahashi, Kazuyuki Tanaka
Journal of the Physical Society of Japan   85(7) 075001-1-075001-2   Jul 2016   [Refereed]
Tomohiro Furuichi, Shun Kataoka, Kazuyuki Tanaka
IEICE Technology Report   115(384) 37-42   Dec 2015
Kento Yoshida, Shun Kataoka, Kazuyuki Tanaka
IEICE Technology Report   115(384) 31-36   Dec 2015
Ryuichi Mashiba, Shun Kataoka, Kazuyuki Tanaka
IEICE Technology Report   115(384) 13-18   Dec 2015
Muneki Yasuda, Shun Kataoka, Kazuyuki Tanaka
Physical Review E   92(4) 042120-1-042120-15   Oct 2015   [Refereed]
Kazuyuki Tanaka, Shun Kataoka, Muneki Yasuda, Masayuki Ohzeki
Journal of the Physical Society of Japan   92(4) 045001-1-045001-2   Apr 2015   [Refereed]
Takuma Saito, Yuji Waizumi, Kazuyuki Tanaka
IEICE Technology Report   114(521) 41-46   Mar 2015
Kazuyuki Tanaka, Shun Kataoka, Muneki Yasuda, Yuji Waizumi, Chiou-Ting Hsu
Journal of the Physical Society of Japan   83(12) 124002-1-124002-11   Dec 2014   [Refereed]
Shun Kataoka, Muneki Yasuda, Cyril Furtlehner, Kazuyuki Tanaka
Inverse Problems   30(2) 025003-1-025003-14   Feb 2014   [Refereed]
Naoki Uchida, Yuji Waizumi, Kazuyuki Tanaka
IEICE Technology Report   113(346) 11-16   Dec 2013
Muneki Yasuda, Kazuyuki Tanaka
Physical Review E   87(1) 012134-1-012134-6   Jan 2013   [Refereed]
Yuji Waizumi, Tsuyoshi Sato, Kazuyuki Tanaka
Interdisciplinary Information Sciences   18(2) 189-196   Dec 2012   [Refereed]
Muneki Yasuda, Junya Tannai, Kazuyuki Tanaka
Interdisciplinary Information Sciences   18(1) 55-63   Dec 2012   [Refereed]
Kazuyuki Tanaka,Muneki Yasuda,D. Michael Titterington
Kazuyuki Tanaka, Muneki Yasuda, D. Michael Titterington   81(11) 114802-1-114802-9   Nov 2012   [Refereed]
Muneki Yasuda, Shun Kataoka, Yuji Waizumix, Kazuyuki Tanaka
Proceedings of the 21st International Conference on Pattern Recognition (ICPR2012)   2234-2237   Nov 2012   [Refereed]
Tomotaka Kitagawa, Muneki Yasuda, Kazuyuki Tanaka
IEICE Technology Report   112(298) 57-62   Nov 2012
Gaku Asari, Muneki Yasuda, Yuji Waizumi, Kazuyuki Tanaka
IEICE Technology Report   112(298) 39-44   Nov 2012
Shoki Matsuo,Yuji Waizumi,Kazuyuki Tanaka
IEICE Technical Report   112(210) 61-66   Sep 2012
Muneki Yasuda,Yoshiyuki Kabashima,Kazuyuki Tanaka
Journal of Statistical Mechanics: Theory and Experiment   2012(4) P04002-1-P04002-16   Apr 2012   [Refereed]
Muneki Yasuda,Shun Kataoka,Kazuyuki Tanaka
Journal of the Physical Society of Japan   81(4) 044801-1-044801-8   Apr 2012   [Refereed]
Shun Kataoka,Muneki Yasuda,Kazuyuki Tanaka
Journal of the Physical Society of Japan   81(2) 025001-1-025001-2.   Feb 2012   [Refereed]
Shun Kataoka,Muneki Yasuda,Kazuyuki Tanaka,D.M.Titterington
Philosophical Magazine: The Study of Condensed Matter   92(1-3) 50-63   Jan 2012   [Refereed]
Muneki Yasuda,Kazuyuki Tanaka
Philosophical Magazine: The Study of Condensed Matter   92(1-3) 192-209   Jan 2012   [Refereed]
Gaussian FoE model with Correlations among Color Components
Ryuta Murayama,Muneki Yasuda,Yuji Waizumi,Kazuyuki Tanaka
IEICE Technical Report   111(275) 105-111   Nov 2011
Marvin Huang,Chiou-Ting Hsu,Kazuyuki Tanaka
Proceedings of 2011 IEEE 13th International Workshop on Multimedia Signal Processing   1-6   Oct 2011   [Refereed]
Muneki Yasuda, Tetsuharu Sakurai, Kazuyuki Tanaka
Nonlinear Theory and Its Applications, IEICE   2(2) 153-164   Apr 2011   [Refereed][Invited]
Yuji Waizumi, Yuya Tsukabe, Hiroshi Tsunoda, Yoshiaki Nemoto, Kazuyuki Tanaka
Journal of Communication and Computer   8(5) 111-119   Feb 2011   [Refereed]
Muneki Yasuda, Kazuyuki Tanaka
IEICE Transactions on Information and Systems (Japanese Edition)   J93-D(11) 2446-2453   Nov 2010   [Refereed]
Advanced susceptibility propagation
Muneki Yasuda,Kazuyuki Tanaka
IEICE Technical Report   110(265) 59-63   Nov 2010
Loopy belief propagation for sparse Markov random fields
Kazuyuki Tanaka
IEICE Techniocal Report   110(295) 1-5   Nov 2010
Network application identification using observation probability of payload length
Yuji Waizumi,Tsuyoshi Sato,Kazuyuki Tanaka
IEICE Technical Report   110(295) 7-12   Nov 2010
Network application identification using sequential transition Patterns
Tsuyoshi Sato,Yuji Waizumi,Kazuyuki Tanaka
IEICE Techniocal Report   110(170) 41-46   Aug 2010
Kazuyuki Tanaka, Shun Kataoka, Muneki Yasuda
Journal of Physics: Conference Series   233 012013-1-012013-11   Jul 2010   [Refereed]
Shun Kataoka, Muneki Yasuda, Kazuyuki Tanaka
Journal of the Physical Society of Japan   79(2) 025001-1-025001-2   Feb 2010   [Refereed]
Muneki Yasuda, Kazuyuki Tanaka
Neural Computation   21(11) 3130-3178   Nov 2009   [Refereed]
Muneki Yasuda, Kazuyuki Tanaka
Neural Computation   21(11) 3130-3178   Oct 2009   [Refereed]
Kazuyuki Tanaka
Journal of Physics: Conference Series   143 012023-1-012023-18   Jan 2009   [Refereed]
Kazuyuki Tanaka, Takafumi Usui and Muneki Yasuda
Proceedings of 2008 International Conference on Computational Intelligence for Modelling, Control & Automation Intelligent Agents, Web Technologies & Internet Commerce Innovation in Sofware Engineering   214-219   Dec 2008   [Refereed]
Muneki Yasuda and Kazuyuki Tanaka
Proceedings of 2008 International Conference on Computational Intelligence for Modelling, Control & Automation Intelligent Agents, Web Technologies & Internet Commerce Innovation in Sofware Engineering   692-697   Dec 2008   [Refereed]
Kazuyuki Tanaka, Koji Tsuda
Journal of Physics: Conference Series   95 012023-1-012023-9   Jan 2008   [Refereed]
Kazuyuki Tanaka, D. M. Titterington
Journal of Physics A: Mathematical and Theoretical   40(37) 11285-11300   Sep 2007   [Refereed]
An consideration of EM algorithm with belief propagation for image restoration
Kei Inoue, Kazuyuki Tanaka
Information Technology Letters   6 187-188   Sep 2007   [Refereed]
Muneki Yasuda, Kazuyuki Tanaka
Journal of Physics A: Mathematical and Theoretical   40(33) 9993-10007   Aug 2007   [Refereed]
Muneki Yasuda, Kazuyuki Tanaka
Interdisciplinary Information Sciences   13(1) 25-31   Mar 2007   [Refereed]
Jun Ohkubo and Kazuyuki Tanaka
Journal of the Physical Society of Japan   75(11) 115001-1-115001-2   Nov 2006   [Refereed]
Digital Image Inpainting Algorithm by Using Gaussian Graphical Model
Muneki Yasuda, Jun Ohkubo, Kazuyuki Tanaka
Information Technology Letters   5 225-228   Sep 2006   [Refereed]
第5回情報科学技術フォーラム (FIT2006; September 5-7, 2006, 福岡大学) の査読付き論文
Muneki Yasuda, Kazuyuki Tanaka
Journal of the Physical Society of Japan   75(8) 084006-1-084006-8   Aug 2006   [Refereed]
Statistical Analysis of Hyperoparameter Estimation in Probabilistic Image Processing
Hikaru Kurasawa, Kazuyuki Tanaka
IEICE Technical Report   106(163) 7-12   Jul 2006
Jun Ohkubo, Muneki Yasuda, Kazuyuki Tanaka
Journal of the Physical Society of Japan   75(7) 074802-1-074802-6   Jul 2006   [Refereed]
Statistical learning procedure in loopy belief propagation for probabilistic image processing
Kazuyuki Tanaka
Proceedings of 2005 International Conference on Computational Intelligence for Modelling, Control and Automation (CIMCA2005)   II 741-746   2006   [Refereed]
Linear response formula in generalized belief propagation for probabilistic inference
Kazuyuki Tanaka
Proceedings of 2005 International Conference on Computational Intelligence for Modelling, Control and Automation (CIMCA2005)   I 669-675   2006   [Refereed]
Digital images inpainting based on Markov random field
Muneki Yasuda, Jun Ohkubo, Kazuyuki Tanaka
Proceedings of 2005 International Conference on Computational Intelligence for Modelling, Control and Automation (CIMCA2005)   II 747-752   2006   [Refereed]
Preferential urn model on a random network
Jun Ohkubo, Kazuyuki Tanaka
Proceedings of 2005 International Conference on Computational Intelligence for Modelling, Control and Automation (2005)   I 1153-1159   2006   [Refereed]
Jun Ohkubo, Muneki Yasuda, Kazuyuki Tanaka
Physical Review E   72(6) 065104(R)-1-065104(R)-4   Dec 2005   [Refereed]
Kazuyuki Tanaka
IEICE Transactions on Information and Systems   J88-D-II(12) 2368-2379   Dec 2005   [Refereed]
A new update procedure for belief propagation using heterogeneity of complex networks
Jun Ohkubo, Muneki Yasuda, Kazuyuki Tanaka
Proceedings of Eighth Workshop on Information-Based Induction Sciences   179-184   Nov 2005   [Refereed]
Estimation of the structure in Boltzman machines from learning data
Muneki Yasuda, Kazuyuki Tanaka
Proceedings of Eighth Workshop on Information-Based Induction Sciences   191-196   Nov 2005   [Refereed]
Jun Ohkubo, Muneki Yasuda, Kazuyuki Tanaka
Physical Review E   72(4) 046135-1-046135-8   Oct 2005   [Refereed]
Jun Ohkubo, Kazuyuki Tanaka, Tsuyoshi Horiguchi
Physical Review E   72(3) 036120-1-036120-10   Sep 2005   [Refereed]
Kazuyuki Tanaka, D. M. Titterington
Progress of Theoretical Physics Supplement   (157) 288-291   Apr 2005   [Refereed]
Fan Chen, Kazuyuki Tanaka, Tsuyoshi Horiguchi
Interdisciplinary Information Sciences   11(1) 17-29   Mar 2005   [Refereed]
Multi-scale image segmentation based on renormalization group theory
Fan Chen, Kazuyuki Tanaka, Tsuyoshi Horiguchi
Proceedings of the Seventh Workshop on Information-Based Induction Sciences   274-280   Nov 2004   [Refereed]
Learning of Boltzmann machines without hiden unit by using cluster variation method
Muneki Yasuda, Kazuyuki Tanaka, Tsuyoshi Horiguchi
Proceeedings of the Seventh Workshop on Information-Based Induction Sciences   281-288   Nov 2004   [Refereed]
Probabilistic information processing and belief propagation
Kazuyuki Tanaka
IEICE Technical Report   104(338) 25-32   Oct 2004   [Invited]
Bayesian network and probabilistic Inference ---Iterated algorithm for probabilistic inference based on variational approach
Kazuyuki Tanaka
IEICE Technical Report   104(348) 35-42   Oct 2004   [Invited]
Kazuyuki Tanaka, Hayaru Shouno, Masato Okada, D. M. Titterington
Journal of Physics A: Mathematical and General   37(36) 8675-8696   Sep 2004   [Refereed]
Statistical mechanics and information processing ---New information processing technology based on free energy
Kazuyuki Tanaka
物性研究   81(5) 679-710   Feb 2004   [Invited]
Dynamics and its stability of Boltzmann-machine learning algorithm for gray scale image restoration
Jun-ichi Inoue, Kazuyuki Tanaka
Proceedings of 3rd International Symposium on Slow Synamics in Complex Systems   731-734   2004   [Refereed]
Belief propagation for image restoration by using Gaussian model
Kazuyuki Tanaka, Noriko Yoshiike, Hayaru Shouno, Masato Okada
Proceedings of Sixth Workshop on Information-Based Induction Sciences   83-88   Nov 2003   [Refereed]
A Bayesian Approach to Human Motion Field Estimation
Noriko Yoshiike, Kazuyuki Tanaka
Proceedings of Sixth Workshop on Information-Baed Induction Sciences   65-70   Nov 2003   [Refereed]
Jun-ichi Inoue, Kazuyuki Tanaka
Journal of Physics A: Mathematical and General   36(43) 10997-11010   Oct 2003   [Refereed]
Kazuyuki Tanaka, Jun-ichi Inoue, D. M. Titterington
Journal of Physics A: Mathematical and General   36(43) 11023-11035   Oct 2003   [Refereed]
Kazuyuki Tanaka, Jun-ichi Inoue, D. M. Titterington
Neural Networks for Signal Processing XIII ---Proceedings of the 2003 IEEE Signal Processing Society Workshop   13 383-392   Sep 2003   [Refereed]
Probabilistic Inference by means of Cluster Variation Method and Linear Response Theory
Kazuyuki Tanaka
IEICE Transactions on Information and Systems   E86-D(7) 1228-1242   Jul 2003   [Refereed]
Kazuyuki Tanaka, Norihiro Hoshi, Tsuyoshi Horiguchi
Interdisplinary Information Sciences   9(2) 201-208   Jan 2003   [Refereed]
Kazuyuki Tanaka
Journal of Physics A: Mathematical and General   35(37) R81-R150   Sep 2002   [Refereed][Invited]
Coupled Markov Random Field Models with Phases as Line Field and Region Field
Kazuyuki Tanaka, Daiki Furusato, Tsuyoshi Horiguchi
The Transactions of the Institute of Electronics, Information and Communication Engineering D-II   J85-D-II(5) 805-814   May 2002   [Refereed]
Automatic Hyperparameter Estimation in Probabilistic Image Restoration Algorithm Based on Gibbs Microcanonical Distribution
Kazuyuki Tanaka
The Transactions of the Institute of Electronics, Information and Communication Engineering D-II   J85-D-II(5) 815-824   May 2002   [Refereed]
Kazuyuki Tanaka, Tsuyoshi Horiguchi
Physical Review E   65(4) 046124-1-046124-18   Apr 2002   [Refereed]
Maximum likelihood hyperparameter estimation for solvable Markov random field model in image restoration
Kazuyuki Tanaka, Jun-ich Inoue
IEICE Transations on Information and Systems   E85-D(3) 546-557   Mar 2002   [Refereed]
Jun-ichi Inoue, Kazuyuki Tanaka
Physical Review E   65(1) 016125-1-016125-11   Jan 2002   [Refereed]
Jun-ichi Inoue, Kazuyuki Tanaka
Neural Networks for Signal Processing XI --Proceedings of the 2003 IEEE Signal Processing Society Workshop   11 383-392   Sep 2001   [Refereed]
Coupled Markov Random Field Models with Line Field and Region Field based on Plane Rotator Model
Kazuyuki Tanaka, Daiki Furusato, Tsuyoshi Horiguchi
Proceedings of Fourth Workshop on Information-Based Induction Sciences   255-260   Jul 2001   [Refereed]
A Formulation of Gray-level Image Restoration based on Constrained Optimization
Kazuyuki Tanaka
Proceedings of Fourth Workshop on Information-based Induction Sciences   159-164   Jul 2001   [Refereed]
Image Restorations by using Compound Gauss-Markov Random Field Model with Quantumized Line Fields
Kazuyuki Tanaka
Transactions of the Institute of Electronics, Information and Communication Engineerings D-II   J84-D-II(4) 737-743   Apr 2001   [Refereed]
Kazuyuki Tanaka
Transactions of the Japanese Society for Artificial Intelligence   16(2) 246-258   Mar 2001   [Refereed]
Kazuyuki Tanaka
Transactions of the Japanese Society for Artificial Intelligence   16(2) 259-267   Mar 2001   [Refereed]
Theoretical Study of Hyperparameter Estimation by Maximization of Marginal Likelihood in Image Restoration by means of Cluster Variation Method
Kazuyuki Tanaka
Transactions of the Institute of Electronics, Information and Communication Engineerings A   J83-A(10) 1148-1160   Oct 2000   [Refereed]
Probabilistic Computational Method in Image Restoration based on Statistical-mechanical Techniques
Kazuyuki Tanaka
Soft Computing in Industrial Applications (Proceedings of 4th On-line World Conference on Soft Computing, Springer-Verlag Press, London)   401-414   Sep 2000   [Refereed]
Statistical-mechanical Iterative Algorithms for Image Restorations by using Compound Gauss-Markov Random Field Model
Kazuyuki Tanaka
Proceedings of Third Workshop on Information-Based Induction Sciences   39-44   Jul 2000   [Refereed]
Probabilistic Model and Image Processing
Kazuyuki Tanaka
Proceedings of Third Workshop on Information-Based Induction Sciences   283-288   Jul 2000   [Refereed]

Misc

 
Kazuyuki Tanaka
Journal of Physics A: Mathematical and General   37(35) R81-R150   Sep 2002
Probabilistic Models and Image Analysis ---Novel Computational Paradigm based on Fluctuation
Kazuyuki Tanaka
Mathematical Sciences   42(3) 15-21   Mar 2004
Mathematics of Bayesian Network and Probabilistic Inference
Kazuyuki Tanaka
Mathematical Sciences   43(9) 77-83   Sep 2005
Intriduction: New Research Paradaigm of Probabilistic Inference and Statistical Learning
Kazuyuki Tanaka, Yoshiyuki Kabashima, Toshiyuki Tanaka
The Journal of the Instutitute of Electronics, Information and Communication Engineerings   88(9) 696-697   Sep 2005
Probabilistic Inference and Estimation in Large-scale Random Fields
Kazuyuki Tanaka
The Journal of the Institute of Electronics, Information and Communication Engineerings   88(9) 698-702   Sep 2005

Books etc

 
Statistical Modeling on Image Processing ---Approaches from Probabilistic Model and Sparse Modeling---
Shun Kataoka, Masayuki Ohzeki, Muneko Yasuda, Kazuyuki Tanaka (Part:Joint Work, Chapter 1 and Chapter 2)
Kyoritsu Shuppan Co., Ltd.   Nov 2018   ISBN:978-4-320-11123-3
Encyclopedia of Artificial Intelligence
Shun Kataoka, Muneko Yasuda, Kazuyuki Tanaka (Part:Contributor, Markov Random Fields)
Kyoritsu Co. Ltd.   Jul 2017   ISBN:978-4-320-12420-2
Probabilistic Graphical Model
Jyo Suzuki, Naomi Ueno, Manabu Kuroki, Shohei Shimizu, Shin-ichi Minato, Masakazu Ishihata, Yoshiyuki Kabashima, Kazuyuki Tanaka, Yoichi Motomura, Yoshinori Tamada (Part:Joint Work, 第8章 (マルコフ確率場と確率的画像処理) pp.195-228)
Kyoritsu Shuppan Co., Ltd.   Jul 2016   ISBN:4-320-11139-4
Computer Vision and Image Media 3 --Bundle Adjustment, ICP, Bag-of-Features, Nearest Neighbor Search, Stochastic Image Processing--
Takayuki Okatani,Ken Masuoka,Koichi Kise,Keiji Yanai,Toshikazu Wada,Muneki Yasuda,Shun Kataoka,Kazuyuki Tanaka (Part:Joint Work, 第6章.大規模確率場と確率的画像処理の深化と展開,pp.137-179)
Advanced Communication Media CO., Ltd.   Dec 2010   ISBN:978-4-915851-40-7
Jun-ichi Inoue, Yoshiyuki Kabashima, Kazuyuki Tanaka, Toshiyuki Tanaka (Part:Joint Editor)
IOP Publishing   Jul 2010   
映像情報メディア工学大事典(映像情報メディア学会編)/基礎編, 第4部門. 画像処理, 第12章. 確率的画像処理
Kazuyuki Tanaka, Muneki Yasuda (Part:Joint Work, 第4部門. 画像処理, 第12章. 確率的画像処理, pp.233-235)
オーム社   Jun 2010   ISBN:928-4-274-20869-0
Kazuyuki Tanaka
Corona Publishing Co., LTD.   Oct 2009   ISBN:978-4-339-02441-8
Masahito Hayashi, Jun-ichi Inoue, Yoshiyuki Kabashima, Kazuyuki Tanaka (Part:Joint Editor)
IOP Publishing   Jan 2009   
Kazuyuki Tanaka, Masahiko Hayashi, Hiromichi Ebisawa (Part:Joint Work, 執筆全般)
Asakura Publishing Co.   Apr 2007   
Probabilistic Information Processing and Statistical Mechanics
Kazuyuki Tanaka (Part:Editor)
Saiensu Publishing Co.   Sep 2006   
Kazuyuki Tanaka
森北出版   Sep 2006   
Kazuyuki Tanaka (Edited by Japanese Artificial Intelligence Society) (Part:Joint Work, 第14章. ソフトコンピューティング/14-12. マルコフ確率場)
Kyoritsu Shuppan CO.   Dec 2005   
Koji Hukushima, Kazuyuki Tanaka, Hidetoshi Nishimori (Part:Joint Editor)
Progress of Theoretical Physics Supplement (Published by the Yukawa Institute of Theoretical Physics and The Physical Society of Japan)   Apr 2005   
Theory and Applications of the Cluster Variation and Path Probability Methods/Application of the Cluster Variation Method to Image Restoration Problem
Kazuyuki Tanaka and Tohru Morita (Part:Joint Work, pp.353-373)
Plenum Press   1996   

Conference Activities & Talks

 
Plefka Expansion of Replica Extended Ising Model and Its Application to Inverse Ising Problem
Muneki Yasuda, Yoshiyuki Kabashima, Kazuyuki Tanaka
24 IUPAP International Conference on Statistical Physics   13 Jul 2010   
Advanced Mean Field Methods in Quantum Probabilistic Inference
Kazuyuki Tanaka
23 IUPAP International Conference on Statistical Physics   9 Jul 2007   
The Approximate Linear Response Theory and Its Mathmatical Structures
Muneki Yasuda, Kazuyuki Tanaka
23 IUPAP International Conference on Statistical Physics   9 Jul 2007   
混合のエントロピーを利用したコミュニティ検出アルゴリズム
大久保潤, 田中和之
第5回情報科学技術フォーラム   5 Sep 2006   
大久保潤が登壇した.
ガウシアングラフィカルモデルを用いた画像補修アルゴリズム
安田宗樹, 大久保潤, 田中和之
第5回情報科学技術フォーラム   5 Sep 2006   
安田宗樹が登壇した.
Preferential Urn Model on a Random Network
Jun Ohkubo, Kazuyuki Tanaka
International Conference on Computational Intelligence for Modelling, Control and Automation   28 Nov 2005   
Digital Images Inpainting based on Markov Random Field
Muneki Yasuda, Jun Ohkubo, Kazuyuki Tanaka
International Conference on Computational Intelligence for Modelling, Control and Automation   28 Nov 2005   
Linear Response Formula in Generalized Belief Propagation for Probabilistic Inference
Kazuyuki Tanaka
International Conference on Computational Intelligence for Modelling, Control and Automation   28 Nov 2005   
Statistical Learning Procedure in Loopy Belief Propagation for Probabilistic Image Processing
International Conference on Computational Intelligence for Modelling, Control and Automation   28 Nov 2005   
Graphical model and generalized belief propagation in probabilistic image processing
Kazuyuki Tanaka
Statistical Physics of Disordered Systems and Its Applications   5 Sep 2005   
Probabilistic image processing based on the Q-Ising model by means of the mean-field method and loopy belief propagation
Kazuyuki Tanaka, D. M. Titterington
17th International Conference on Pattern Recognition   23 Aug 2004   
(Proceedings) Kazuyuki Tanaka and D. M. Titterington: Probabilistic image processing based on the Q-Ising model by means of the mean-field method and loopy belief propagation, Proceedings of 17th International Conference on Pattern Recognition, Vo...
First-order phase transition and Bayesian image processing by loopy belief propagation
Kazuyuki Tanaka, D. M. Titterington
Satellite Meeting of STATPHYS 22 "Statistical Physics of Disordered Systems and Its Applications"   12 Jul 2004   
(Proceedings) Kazuyuki Tanaka and D. M. Titterington: First-order phase transition and
Bayesian image processing by loopy belief propagation, Progress of
Theoretical Physics Supplement, No.157, pp.288-291, 2005.
Dynamics and its stability of Boltzmann-machine learning algorithm for gray scale image restoration
Jun-ichi Inoue, Kazuyuki Tanaka
3rd International Symposium on Slow Dynamics in Complex Systems   3 Nov 2003   
(Proceedings) Jun-ichi Inoue and Kazuyuki Tanaka: Dynamics and its stability of Boltzmann-machine learning algorithm for gray scale image restoration, Proceedings of 3rd International Symposium on Slow Dynamics in Complex Systems (edited by M. Tok...
Loopy belief propagation and probabilistic image processing
Kazuyuki Tanaka, Jun-ichi Inoue, D. M. Titterington
2003 IEEE Workshop on Neural Networks for Signal Processing   17 Jul 2003   
(Proceedings) Neural Networks for Signal Processing XIII ---Proceedings of the 2003 IEEE Signal Processing Society Workshop, pp.329-338, 2003, IEEE Computer Society Press.
Statistical-mechanical approach to probablistic image processing ---Loopy belief propagation and advanced mean-field method---
Kazuyuki Tanaka, Noriko Yoshiike
2003 Joint Workshop of Hayashibara Foundation and Grant-in Aid for Scientific Research on Priority Areas: Statistical Mechanical Approach to Probabilistic Information Processing, "Physics and Information"   11 Jul 2003   
Cluster Variation Method for Correlation Function of Probabilistic Model with Loopy Graphical Structure
Kazuyuki Tanaka
2002 Neural Information Processing Systems (NIPS*2002) Workshop on "Propagation Algorithms on Graphs with Cycles: Theory and Applications"   13 Dec 2002   
Dynamical properties of image restoration and hyper-parameter estimation
Jun-ichi Inoue, Kazuyuki Tanaka
2001 IEEE Workshop on Newral Networks for Signal Processing   10 Sep 2001   
(Proceedings) Jun-ichi Inoue and Kazuyuki Tanaka:
Dynamical properties of image restoration and hyper-parameter estimation,
Neural Networks for Signal Processing XI ---Proceedings of the 2001 IEEE Signal Processing Society Workshop, pp. 383-392,...
Dynamics of image restoration and hyper-parameter estimation
Jun-ichi Inoue, Kazuyuki Tanaka
21st IUPAP International Conference on Statistical Physics   15 Jul 2001   
Image Restoration based on Constrained Optimization and Classical Spin Systems
Kazuyuki Tanaka, Tohru Morita
20st IUPAP International Conference on Statistical Physics   15 Jul 1998   
Statistical-Mechanical Algorithm in MRF Model based on Variational Principle
Kazuyuki Tanaka, Mikako Ichioka, Tohru Morita
13th International Conference on Pattern Recognition   25 Aug 1996   
(プロシーディング) Proceedings of the 13th International Conference on Pattern Recognition, Track B: Pattern Recognition, IEEE Computer Society Press, pp.381-388, 1996.
Correlated Random Field Ising Model and Image Restoration Problem
Kazuyuki Tanaka, Tohru Morita
International Symposium on Coferent Approaches to Fluctuations   17 Jul 1995   
(プロシーディング) Proceedings of International Symposium on Coferent Approaches to Fluctuations, World Scientific Press, pp.150-153, 1995.
Application of Cluster Variation Method to Image Restoration Problem
Kazuyuki Tanaka, Tohru Morita
International Workshop on the Theory and Applications of the Cluster Variation and Path Probability Methods   18 Jun 1995   
(プロシーディング) Theory and Applications of the Cluster Variation and Path Probability Methods Plenum Press, pp.353-373, 1996.
Generalized Heisenberg model of spin S Greater than 1/2 equivalent to those of spin 1/2 or 1
Tohru Morita, Kazuyuki Tanaka
1994 Workshop on Statistical Physics   29 Sep 1994   
(プロシーディング) Journal of the Korean Physical Society (Supplementary Issue) Vol.28, pp.S378-S383, 1994.
Application of the Culster Variation Method to Three-Dimensional t-J model II
Kazuyuki Tanaka, Tohru Morita
1994 Workshop on Statistical Physics   29 Sep 1994   
(プロシーディング) Journal of the Korean Physical Society (Supplementary Issue), Vol.28, pp.S373-S377, 1994
Two-dimensional layered Ising model
Kazuyuki Tanaka, Tohru Morita
18th IUPAP International Conference on Statistical Physics   2 Aug 1992   

Patents

 
5029090 : 能力推定システムおよび方法ならびにプログラムおよび記憶媒体
菅谷史昭, 田中和之

Social Contribution

 
電子情報通信学会基礎・境界ソサイエティ主催企画 若手研究者・学生向けに最新技術をわかりやすく紹介する講演会 「ベイズ統計と統計力学を用いた確率的情報処理技術」
[Others]  22 Mar 2002
ベイズ統計にもとづく画像処理技術,情報通信技術,知識情報処理技術の確率モデル化,統計力学的手法を用いたアルゴリズム構成手法,確率的情報処理システムの解析的性能評価についての大学院学生,大学・企業の若手研究者を対象とする初心者向けのわかりやすい紹介を行う講演会を企画し,世話人を務めた.
講演者:
西森秀稔(東京工業大学大学院理工学研究科)
樺島祥介 (東京工業大学大学院総合理工学研究科)
田中和之 (東北大学大学院情報科学研究科)
電子情報通信学会基礎・境界ソサイエティ主催企画 若手研究者・学生向けに最新技術をわかりやすく紹介する講演会「確率的情報処理としての移動体通信技術」
[Others]  Dec 2003
役割:世話人代表.
開催趣旨:CDMA およびターボ符号 (より一般には近似的反復復号アルゴリズム) を例にとり,分野複合的な視点から最新の研究成果をわかりやすく解説する講演会を企画し,世話人代表をつとめた.
講演者(敬称略):
池田思朗 (九州工業大学 大学院生命体工学研究科)
田中利幸 (東京都立大学 大学院工学研究科)
岡田真人 (理化学研究所 脳科学総合研究センター)
Computational Intelligence Seminar in Japan (IEEE Computational Intelligence Society Japan Chapter 主催企画)
[Others]  8 Nov 2005
確率推論を軸として,確率伝搬法,進化計算,確率的情報処理,理論と応用という観点からの大学院学生,大学・企業の若手研究者向けのわかりやすい解説と最新の研究紹介を行う講演会を企画し,実行委員を務めた.
講演者(敬称略):
Yair Weiss (The Hebrew University of Jerusalem, Israel)
田中和之 (東北大学大学院情報科学研究科)
田中利幸 (京都大学大学院情報学研究科)
電子情報通信学会基礎・境界ソサイエティ主催企画 若手研究者・学生向けに最新技術をわかりやすく紹介する講演会「確率的アルゴリズムによる情報処理」
[Others]  Nov 2004
確率的情報処理手法の一つであるモンテカルロ法についての最新技術を基礎的なメカニズムから具体的な情報処理への応用事例まで含めた初心者向けのわかりやすい紹介を行う講演会を企画し,世話人代表を務めた.
開催場所:ぱるるプラザ京都 6 階 会議室 C
講演者(敬称略):
福島孝治 (東京大学大学院総合文化研究科)
喜多一 (京都大学学術情報メディアセンター)
渡辺治 (東京工業大学大学院情報理工学研究科)

Others

 
Oct 2014   ビッグデータ時代に向けた革新的アルゴリズム基盤
本研究の目的は,ビッグデータ時代に向けた新しい計算パラダイム「劣線形時間パラダイム」を提唱し,そのためのアルゴリズムとデータ構造,モデリング技法を開発し,ビッグデータ時代に向けた革新的アルゴリズム基盤を構築することである.