Kazuyuki Tanaka

   

Professor, Dr. of Engineering (Tohoku University)

Graduate School of Information Sciences Tohoku University,


[Japanese Version]




Address, Phone, E-mail address:

  • Address: Graduate School of Information Sciences, Tohoku University, Aramaki-Aza-Aoba 6-3-09, Aoba-ku, Sendai 980-8579, Japan
  • Phone: +81-22-795-5885 E-mail: kazu [at mark] smapip.is.tohoku.ac.jp
  • Office: Room No.403 in Research Building No.3 - Electrical, Information and Physics Engineering, Aobayama Campus, Tohoku University
  • Reserarch Interest:

    1. Applications of probabilistic models to information processing, e.g. Bayesian image analysis, probabilistic inference and so on. (Project Webpage, Summary)
    2. Design of probabilistic and iterative algorithms for massive information prpcessing, e.g. loopy belief propagation and so on. (Project Webpage, Summary)
    3. Design of massive information processing algorithms by means of quantized probabilisic models.

    Basic Programs for Probabilistic Image Processing

         

    Societies

      Members of Institute of Electronics, Information and Communication Engineering (IEICE), IEEE and Physical Society of Japan.

    Activities

    1. Grant-in Aid for Scientific Research on Priority Areas: Statistical Mechanical Approach to Probabilistic Information Processing (SMAPIP), Head Investigator (Area Number 765, Term of Reserch Program 2002 - 2005, Sponsered by Ministry of Education, Culture, Sports, Science and Technology in Japan).
    2. Institute of Electronics, Information and Communication Ebgineering (IEICE), Tohoku Branch, General Affair Secretary (April 2001 - March 2003)
    3. The Transactions on the Institute of Electronics, Information and Communication Ebgineering D (IEICE Transactions D), Special Issue ``Information-Based Induction Sciences'', Editor (July 2001 - March 2002).
    4. IEEE Computational Intelligence Society, Japan Chapter, Steering Committee Member (November 2005 - ).
    5. Grant-in Aid for Scientific Research on Priority Areas: Deepening and Expansion of Statistical Mechanical Informatics (DEX-SMI), Member (Area Number 772, Term of Reserch Program 2006 - 2009, Sponsered by Ministry of Education, Culture, Sports, Science and Technology in Japan). Web Page.

    Books

    1. Koji Hukushima, Kazuyuki Tanaka and Hidetoshi Nishimori (eds): Statistical Physics of Disordered Systems and Its Applications, Progress of Theoretical Physics, Supplement, No.157, Yukawa Institute of Theoretical Physics and The Physical Society of Japan, April 2005.
    2. Kazuyuki Tanaka (ed): Probabilistic Information Processing and Statistical Mechanical Informatic ---Various Approaches and Their Tutorials, SAIENSU-SHA Co., Ltd., September 2006 (in Japanese).
    3. Kazuyuki Tanaka: Introduction of Image Processing by Probabilistic Models, Morikita Publishing Co., Ltd., September 2006 (in Japanese) (Sample programs are available here).
    4. Kazuyuki Tanaka, Masahiko Hayashi and Hiromichi Ebisawa: Applied Mathematics of Ellectronics and Computer Sciences, Asakura Publishing Co., Ltd., April 2007 (in Japanese) (Errutum).
    5. Masahito Hayashi, Jun-ichi Inoue, Yoshiyuki Kabashima and Kazuyuki Tanaka (eds): International Workshop on Statistical-Mechinical Informatics 2008, Journal of Physics, Conference Series, Vol.143, IOP Publishing, January 2009.
    6. Kazuyuki Tanaka: Mathematics of Statistical Inference by Bayesian Network, Corona Publishing Co., Ltd., October 2009 (in Japanese).
    7. Jun-ichi Inoue, Yoshiyuki Kabashima, Kazuyuki Tanaka and Toshiyuki Tanaka (eds): International Workshop on Statistical-Mechinical Informatics 2010, Journal of Physics, Conference Series, Vol.233, IOP Publishing, July 2010.
    8. Muneki Yasuda, Shun Kataoka and Kazuyuki Tanaka: Computer Vision and Image Processing 3 (Edited by Yasusi Yagi and Hideo Saito): Chapter 6. Stochastic Image Processing, pp.137-179, Advanced Communication Media CO., Ltd., December 2010 (in Japanese).

    Reviews:

    1. Kazuyuki Tanaka: Statistical-Mechancal Method in Image Restoration, Butsuri, Vol.54, No.1 (January 1999) pp.25-33 (Published by The Physical Society of Japan, in Japanese).
    2. Kazuyuki Tanaka: Image Restiration and Statistical Physics, Mathematical Sciences, Vol.37, No.12 (December 1999) pp.20-27 (in Japanese).
    3. Kazuyuki Tanaka: Statistical-Mechanical Approach to Image Processing (Topical Review), Journal of Physics A: Mathematical and General, Vol.35, No.37 (September 2002) pp.R81-R150.
    4. Kazuyuki Tanaka and Yoshiyuki Kabashima: Large-Scale Statistical Model and Information Processing ---Science of Material and Art of Information Processing,Journal of the Society of Instrument and Control Engineerings, Vol.42, No.8 (August 2003), pp.622-625 (in Japanese).
    5. Kazuyuki Tanaka: Probabilistic Image Processing Algorithm by means of Statistical Mechanical Method ---Belief Propagation and Statistical Mechanics, Journal of the Society of Instrument and Control Engineerings, Vol.42, No.8 (August 2003), pp.631-636 (in Japanese).
    6. Kazuyuki Tanaka: Probabilistic Models and Image Analysis ---Novel Computational Paradigm based on Fluctuation, Mathematical Sciences, Vol.42, No.3 (March 2004), pp.15-21 (in Japanese).
    7. Kazuyuki Tanaka, Yoshiyuki Kabashima and Toshiyuki Tanaka: Probabilistic Informaion Processing by Probabilistic Models and Statistical-mechanical Methods, Mathematical Sciences, Vol.42, No.11 (November 2004), pp.61-68 (in Japanese).
    8. Kazuyuki Tanaka: Mathematics of Bayesian Network and Probabilistic Inference, Mathematical Sciences, Vol.43, No.9 (September 2005), pp.77-83 (in Japanese).
    9. Kazuyuki Tanaka, Yoshiyuki Kabashima and Toshiyuki Tanaka: Introduction: New Research Paradigm of Probabilistic Inference and Statistical Learning, The Journal of the Institute of Electronics, Information and Communication Engineerings, Vol.88, No.9 (September 2005), pp.696-697.
    10. Kazuyuki Tanaka: Probabilistic Inference and Estimation in Large-scale Random Fields, The Journal of the Institute of Electronics, Information and Communication Engineerings, Vol.88, No.9 (September 2005), pp.698-702.
    11. Jun Ohkubo and Kazuyuki Tanaka: Trend Keywords: Scale Free Networks by Jun Ohkubo and Kazuyuki Tanaka, IEICE Information and Syatems Society Journal, Vol.11, No.1 (July 2006), pp.18-19 (in Japanese).
    12. Jun Ohkubo and Kazuyuki Tanaka: Statistical Mechanics on Complex Networks, Mathematical Sciences, Vol.44, No.8 (August 2006), pp.24-29 (in Japanese).
    13. Muneki Yasuda and Kazuyuki Tanaka: Probabilistic Image Processing Filters, Systems, Control and Information, Vol.53, No.8 (August 2009), pp.56-57 (in Japanese).
    14. Kazuyuki Tanaka: Special Section on Developments of Vision Computing based on Probabilistic Information Processing: Editorial Preface, The Journal of the Institute of Electronics, Information and Communication Engineerings, Vol.93, No.9 (September 2010), pp.743.
    15. Kazuyuki Tanaka, Shun Kataoka and Muneki Yasuda: Deepening and Expansion of Statistical Inference and Learning Theory in Image Processing, The Journal of the Institute of Electronics, Information and Communication Engineerings, Vol.93, No.9 (September 2010), pp.744-748.

    Recent Presentations

    1. Kazuyuki Tanaka: Graphical model and generalized belief propagation in probabilistic image processing, Statistical Physics of Disordered Systems and Its Applications (SPDSA2005), (6 September, 2005, Accademia dei Lincei, Roma, Italy) (Presentation Slide: Power Point, PDF).
    2. Kazuyuki Tanaka: Probabilistic Image Processing and Bayesian Network, Computational Intelligence Seminar in Japan (CISJ2005), (8 November, 2005, Waseda University, Japan) (Extended Abstract: pdf, Postscript, Presentation Slide: PDF, Power Point).
    3. Kazuyuki Tanaka: Bayesian Network and Probabilistic Image Processing ---Statistical Aspect of Belief Propagation Method---, Mathematical Aspects of Image Processing and Computer Vision 2005 (MAIPCV2005), (18 November, 2005, Hokkaidou University, Japan) (Extended Abstract: pdf, Postscript, Presentation Slide: PDF, Power Point).
    4. Kazuyuki Tanaka: Introduction to Probabilistic Image Processing and Bayesian Networks, Tutorial Session of The 18th International Conference on Algorithmic Learning Theory (ALT2007) and The 10th International Conference on Discovery Science (DS2007), 1 October, 2007 ( Sendai International Center, Sendai, Japan).(Presentation Slide: Power Point, PDF)
    5. Kazuyuki Tanaka and Koji Tsuda: A Quantum-Statistical-Mechanical Extension of Gaussian Mixture Model, International Workshop on Statistical-Mechanical Informatics 2007 (IW-SMI2007), September 16-19, 2007, Kyoto, Japan (Presentation Slide: Power Point, PDF).
    6. Kazuyuki Tanaka: Mathematical Structures of Loopy Belief Propagation and Cluster Variation Method, International Workshop on Statistical-Mechanical Informatics 2008 (IW-SMI2008), September 14-17, 2008, Sendai, Japan (Presentation Slide: Power Point, PDF).
    7. Kazuyuki Tanaka, Shun Kataoka and Muneki Yasuda: Statistical performance analysis by loopy belief propagation in Bayesian image modeling (International Workshop on Statistical-Mechanical Informatics 2010, March 10, 2010, Kyoto), Journal of Physics: Conference Series, Vol.233, Article No.012013, pp.1-11, July 2010 (Presentation Slide: Power Point, PDF).
    8. Kazuyuki Tanaka: Statistical Performance Analysis by Loopy Belief Propagation in Probabilistic Image Processing, Seminar of Laboratoire De Rechche En Informatique in Universite De Paris-Sud, 14 October, 2010 (Laboratoire De Rechche En Informatique in Universite De Paris-Sus, Orsay Ville, France).(Presentation Slide: Power Point, PDF)
    9. Kazuyuki Tanaka: Mathematical Structures of Belief Propagation Algorithms in Probabilistic Information Processing, Tutorial Talk in Multimedia Processing Laboratory, Department of Computer Science, National Tsin Hua University, Taiwai, 24 November, 2011 (Presentation Slide: PPT, PDF)
    10. Kazuyuki Tanaka: Bayesian image modeling by generalized sparse Markov random fields and loopy belief propagation, Interdisciplinary Workshop on Inference ---Information processing in complex systems with applications to traffic forecasting--- (12 June, 2012, Inria Paris-Rocquencourt (Paris sub-office), Paris, France) (Presentation Slide).
    11. Kazuyuki Tanaka: Bayesian image modeling by generalized sparse Markov random fields and loopy belief propagation, 2013 Workshop on Statistical Physics of Disordered Systems and Its Applications (SPDSA2013) (20 March, 2013, Akiu Resort Hotel Sakan, Sendai, Japan) (Presentation Slides: PPTX, PDF).
    12. Kazuyuki Tanaka: Bayesian image modeling and phase transition in generalized sparse Markov random fields and loopy belief propagation, Department of Physics, University of Roma La Sapienza (16 September, 2013, Roma, Italy) (Presentation Slides: PPTX, PDF).

    International Workshops Organization:

    1. 2003 Joint Workshop of Hayashibara Foundation and Statistical Mechanical Approach to Probabilistic Information Processing (Organized by Masuo Suzuki, Hidetoshi Nishimori, Yoshiyuki Kabashima, Kazuyuki Tanaka and Toshiyuki Tanaka), July 11-15, 2003, Okayama, Japan.
    2. Satellite Meeting of STATPHYS 22 Statistical Physics of Disordered Systems and Its Applications (SPDSA2004) (Organized by Hidetoshi Nishimori, Masuo Suzuki, Hajime Takayama, Yutaka Okabe, Tsuyoshi Horiguchi, Kazuyuki Tanaka, Yoshiyuki Kabashima and Toshiyuki Tanaka), July 12-15, 2004, Hayama, Japan.
    3. International Workshop on Statistical-Mechanical Informatics 2007 (IW-SMI2007) (Organized by Koji Hukushima, Yoshiyuki Kabashima, Hidetoshi Nishimori, Masato Okada, Kazuyuki Tanaka, Toshiyuki Tanaka, Tadashi Wadayama), September 16-19, 2007, Paruru Plaza Kyoto, Kyoto, Japan.
    4. International Workshop on Statistical-Mechanical Informatics 2008 (IW-SMI2008) (Organized by Jun-ichi Inoue, Masahito Hayashi, Yoshiyuki Kabashima, Hidetoshi Nishimori, Kazuyuki Tanaka, Toshiyuki Tanaka), General Chair, September 14-17, 2008, Sendai International Center, Sendai, Japan.
    5. Kazuyuki Tanaka: Mathematical Structures of Belief Propagation Algorithms in Probabilistic Information Processing, Tutorial Talk in Multimedia Processing Laboratory, Department of Computer Science, National Tsin Hua University, Taiwai, 24 November, 2011 (Presentation Slide: PPT, PDF)


    Teaching



    Lectures:

      April 2016 -- September 2016
    1. Applied Mathematics A (Fourier Analysis, Complex Analysis) (School of Engineering, Tohoku University)

    2. Theory of Differential Equations (Graduate School of Engineering and Graduate School of Information Sciences, Tohoku University) (Lecture Note Webpage (in Japanese))
    3. Physical Fluctuaomatics (Graduate School of Information Sciences, Tohoku University/Graduate School of Engineering, Tohoku University) (Presentation Slides Webpage (in English))
      October 2016 -- March 2017
    1. Exercises in Mathematics (School of Engineering, Tohoku University)


    Research



    Publications

  • Original Papers in Journals
    1. Kazuyuki Tanaka, Tohru Morita and Kazuo Hiroike: Correlation Functions of a One-Dimensional Lattice Gas with Interactions Up to Third-Nearest Neighbors, Progress of Theoretical Physics Supplement, No.87 (1986), pp.214-228.
    2. Kazuyuki Tanaka, Tohru Morita and Kazuo Hiroike: Correlation Functions of a One-Dimensional Lattice Gas with Nearest-Neighbor and Next-Nearest-Neighbor Interactions, Progress of Theoretical Physics, Vol.77, No.1 (January 1987), pp.68-83.
    3. Tohru Morita, Kazuyuki Tanaka and Kazuo Hiroike: One-Dimensional Binary Mixture of Hard Rods with Non-Additive Distances of Contact, Molecular Physics, Vol.61, No.6 (1987), pp.1549-1561.
    4. Kazuyuki Tanaka and Tohru Morita: Asymptotic Behaviors of Modified Block Toeplitz Determinant, Progress of Theoretical Physics, Vol.84, No.3 (September 1990), pp.392-409.
    5. Kazuyuki Tanaka and Tohru Morita: Asymptotic Forms of Some Block Toeplitz Determinants, Progress of Thoeretical Physics, Vol.84, No.3 (September 1990), pp.410-414.
    6. Tsuyoshi Horiguchi, Kazuyuki Tanaka and Tohru Morita: Coherent-Anomaly Method for the Wave-Number Dependence of the Susceptibility, Journal of The Physical Society of Japan, Vol.59, No.11 (November 1990), pp.4196-4197.
    7. Kazuyuki Tanaka, Tohru Morita and Kazuo Hiroike: Spin Pair Correlation Function of the Ising Model on the Brickwork Lattice with Second Neighbor Interactions, Physica A: Statistical Mechanics and its Applications, Vol.171, No.2 (February 1991), pp.350-373.
    8. Kazuyuki Tanaka, Tsuyoshi Horiguchi and Tohru Morita: Coherent-Anomaly Analysis with Cluster Variation Method for Spin-Pair Correlation Function of Ising Model on Square Lattice, Journal of The Physical Society of Japan, Vol.60, No.8 (August 1991), pp.2576-2587.
    9. Tsuyoshi Horiguchi, Kazuyuki Tanaka and Tohru Morita: Low-Temperature Behavior of Antiferromagnetic Ising Model on Triangular Lattice, Journal of The Physical Society of Japan, Vol.61, No.1 (January 1992), pp.64-69.
    10. Kazuyuki Tanaka and Tohru Morita: Free Energy for Layered Free Fermion Models, Journal of The Physical Society of Japan, Vol.61, No.1 (Janaury 1992) pp.92-101.
    11. Kazuyuki Tanaka, Tsuyoshi Horiguchi and Tohru Morita: Critical Indices for the Two-Dimensional Ising Model with Nearest-Neighbor and Next-Nearest-Neighbor Interactions, Physics Letters A, Vol.165, No.3 (May 1992), pp.266-270.
    12. Kazuyuki Tanaka and Tohru Morita: Asymptotic Behavior of Spin-Pair Correlation Function of Ising Model on Checkerboard Lattice, Progress of Theoretical Physics, Vol.88, No.5 (1992) pp.865-880.
    13. Kazuyuki Tanaka, Tsuyoshi Horiguchi and Tohru Morita: Critical Indices for the Two-Dimensional Ising Model with Nearest-Neighbor and Next-Nearest-Neighbor Interactions. II. Strip Cluster Approximation, Physica A: Statistical Mechanics and its Applications, Vol.192, No.4 (February 1993), pp.647-664.
    14. Kazuyuki Tanaka and Tohru Morita: Asymptotic Behavior of Spin-Pair Correlation Function of Ising Model on Generalized Kagome Lattice, Journal of the Physical Society of Japan, Vol.62, No.3 (March 1993), pp.868-872.
    15. Tohru Morita and Kazuyuki Tanaka: Diagrammatical Techniques for Two-Dimensional Ising models. III. Ising Model to Vertex Model, Journal of the Physical Society of Japan, Vol.62, No.3 (March 1993), pp.873-879.
    16. Tohru Morita and Kazuyuki Tanaka: Generalized Heisenberg Model of Spin S Greater than 1/2 Equivalent to that of Spin 1/2, Journal of the Physical Society of Japan, Vol.62, No.11 (Novemver 1993), pp.3771-3773.
    17. Kazuyuki Tanaka, Tsuyoshi Horiguchi and Tohru Morita: Coherent-Anomaly Analysis with Cluster Variation Method for Two-dimensional Ising Model with Nearest-Neighbor and Next-Nearest-Neighbor Interactions, Progress of Theoretical Physics Supplement, No.115 (May 1994) pp.221-235.
    18. Tohru Morita and Kazuyuki Tanaka: Generalized t-J Model with General Half-Odd-Integral Spin S, Physics Letters A, Vol.188, No.1 (May 1994), pp.101-105.
    19. Kazuyuki Tanaka, Yositake Takane, Hiromichi Ebisawa and Tohru Morita: Application of Cluster Variation Method to Three-Dimensional t-J Model, Journal of the Physical Society of Japan, Vol.63, No.8 (August 1994), pp.2909-2918.
    20. Tohru Morita and Kazuyuki Tanaka: A Lattice Model of Flux Lines, Physics Letters A, Vol.202, No.1 (June 1995) pp.133-136 (see also Physics Letters A, Vol. 207, No.6 (November 1995) p.404).
    21. Yasushi Honda, Kazuyuki Tanaka and Tsuyoshi Horiguchi: Critical Behavior of a Frustrated Spin-1 Ising Model, Physical Review B, Vol.51, No.21 (June 1995), pp.15260-15266.
    22. Yasuo Murai, Kazuyuki Tanaka and Tohru Morita: Numerical Study of 2D ANNNI model in the Cluster Variation Method, Physica A: Statistical Mechanics and its Applications, Vol.217, No.1-2 (July 1995) pp.214-226.
    23. Kazuyuki Tanaka and Tohru Morita: Cluster Variation Method and Image Restoration Problem, Physics Letters A, Vol.203, No.2-3 (July 1995) pp.122-128.
    24. Tohru Morita and Kazuyuki Tanaka: Determination of Parameters in an Image Recovery by Statistical-Mechanical Means, Physica A, Vol.223, No.1-2 (January 1996), pp.244-262.
    25. Kazuyuki Tanaka, Mikako Ichioka, Tohru Morita: Statistical-Mechanical Iterative Method in Image Restoration, IEICE Transactions (A), Vol.J80-A, No.1 (January 1997), pp.260-268.
    26. Kazuyuki Tanaka and Tohru Morita: Statistical-Mechanical Iterative Algorithm for Image Restoration of a Gray Level Image, IEICE Transactions (A), Vol.J80-A, No.6 (June 1997) pp.1033-1037 (in Japanese).
    27. Kazuyuki Tanaka and Tsuyoshi Horiguchi: Quantum Statistical-Mechanical Iterative Method in Image Restoration, IEICE Transactions (A), Vol.J80-A, No.12 (December 1997) pp.2117-2126 (in Japanese); translated in Electronics and Communications in Japan, Part 3: Fundamental Electronic Science, Vol.83, No.3 (March 2000) pp.84-94 (in English).
    28. Tohru Morita and Kazuyuki Tanaka: Cluster ZTP in the Recovery of an Image, Pattern Recognition Letters, Vol.18, No.14 (December 1997), pp.1479-1493.
    29. Kazuyuki Tanaka: Maximum Posterior Marginal Estimate in Statistical Method for Image Restoration, IEICE Transactions (A), Vol.J82-A, No.10 (October 1999), pp.1679-1684 (in Japanese).
    30. Kazuyuki Tanaka: Theoretical Study of Hyperparameter Estimation by Maximization of Marginal Likelihood in Image Restoration by means of Cluster Variation Method, IEICE Transactions (A), Vol.J83-A, No.10 (October 2000), pp.1148-1160 (in Japanese); translated in Electronics and Communications in Japan, Part 3: Fundamental Electronic Science, Vol.85, No.7 (July 2002) pp.50-62 (in English).
    31. Kazuyuki Tanaka: Maximum Marginal Likelihood Estimation and Constrained Optimization in Image Restoration,Transactions of Japanese Society for Artificial Intelligence, Vol.16, No.2, SP-A (March 2001), pp.246-258.
    32. Kazuyuki Tanaka: Staistical-Mechanical Iterative Algorithm by means of Cluster Variation Method in Compound Gauss-Markov Random Field Model, Transactions of Japanese Society for Artificial Intelligence, Vol.16, No.2, SP-B (March 2001), pp.259-267.
    33. Kazuyuki Tanaka: Image Restorations by using Compound Gauss-Markov Random Field Model with Quantumized Line Fields, IEICE Transactions (D-II), Vol.J84-D-II, No.4 (April 2001), pp.737-743 (in Japanese).
    34. Jun-ichi Inoue and Kazuyuki Tanaka: Dynamics of the Maximum Marginal Likelihood Hyperparameter Estimation in Image Restoration: Gradient descent versus Expectation and Maximization Algorithm, Physical Review E, Vol. 65, No.1 (January 2002), Article No. 016125, pp.1-11.
    35. Kazuyuki Tanaka and Jun-ichi Inoue: Maximum Likelihood Hyperparameter Estimation for Solvable Markov Random Field Model in Image Restoration, IEICE Transactions on Information and Systems, Vol.E85-D, No.3 (March 2002), pp.546-557.
    36. Kazuyuki Tanaka and Tsuyoshi Horiguchi: Probabilistic, Iterated and Quantum-Iterated Computational Methods in Gray-Level Image Restration, Interdisciplinary Information Sciences, Vol.8, No.1 (March 2002) pp.33-50.
    37. Kazuyuki Tanaka and Tsuyoshi Horiguchi: Solvable Markov Random Field Model in Color Image Restoration, Physical Review E, Vol.65, No.4 (April 2002) Article No.046142, pp.1-18.
    38. Kazuyuki Tanaka, Daiki Furusato, Tsuyoshi Horiguchi: Coupled Markov Random Field Models with Phases as Line Field and Region Field, IEICE Transactions (D-II), Vol.J85-D-II, No.5 (May 2002), pp.805-814 (in Japanese); translated in Systems and Computers in Japan, Vol.34, No.7 (June 2003) pp.24-33 (in English).
    39. Kazuyuki Tanaka: Automatic Hyperparameter Estimation in Probabilistic Image Restoration Algorithm based on Gibbs Microcanonical Distribution, IEICE Transactions (D-II), Vol.J85-D-II, No.5 (May 2002), pp.815-824 (in Japanese); translated in Systems and Computers in Japan, Vol.36, No.1 (January 2005), pp.68-78 (in English).
    40. Kazuyuki Tanaka: Probabilistic Inference by Means of Cluster Variation Method and Linear Response Theory, IEICE Transactions on Information and Systems, Vol.E86-D, No.7 (July 2003), pp.1228-1242.
    41. Kazuyuki Tanaka, Norihiro Hoshi and Tsuyoshi Horiguchi: Color Image Compression Algorithm Using Self-Organizing Feature Map, Interdisciplinary Information Sciences, Vol.9, No.2 (Janunary 2003) pp.201-208.
    42. Jun-ichi Inoue and Kazuyuki Tanaka: Mean Field Theory of EM Algorithm for Bayesian Gray Scale Image Restoration, Journal of Physics A: Mathematical and General, Vol.36, No.43 (October 2003), pp.10997-11010.
    43. Kazuyuki Tanaka, Jun-ichi Inoue and D. M. Titterington: Probabilistic Image Processing by Means of Bethe Approximation for Q-Ising Model, Journal of Physics A: Mathematical and General, Vol. 36, No. 43 (October 2003), pp.11023-11036.
    44. Kazuyuki Tanaka, Hayaru Shouno, Masato Okada and D. M. Titterington: Accuracy of the Bethe Approximation for Hyperparameter Estimation in Probabilistic Image Processing, Journal of Physics A: Mathematical and General, Vol.37, No.36 (September 2004), pp.8675-8696.
    45. Fan Chen, Kazuyuki Tanaka and Tsuyoshi Horiguchi: Image Segmentation Based on Bethe Approximation for Gaussian Mixture Model, Interdisciplinary Information Sciences, Vol.11, No.1 (March 2005), pp.17-29.
    46. Jun Ohkubo, Kazuyuki Tanaka and Tsuyoshi Horiguchi: Generation of Complex Bipartite Graphs by Using a Preferential Rewiring Process, Physical Review E, Vol.72, No.3 (September 2005), Article No.036120, pp.1-10.
    47. Jun Ohkubo, Muneki Yasuda and Kazuyuki Tanaka: Statistical-mechanical Iterative Algorithms on Complex Networks, Physical Review E, Vol.72, No.4 (October 2005), Article No.046135, pp.1-8.
    48. Kazuyuki Tanaka: Generalized Belief Propagation Formula in Probabilistic Information Processing based on Gaussian Graphical Model, IEICE Transactions on Information and Systems (D-II), Vol.J88-D-II, No.12 (December 2005), pp.2368-2379 (in Japanese); to be translated in Systems and Computers in Japan (in English).
    49. Jun Ohkubo, Muneki Yasuda and Kazuyuki Tanaka: Preferential Urn Model and Nongrowing Complex Networks, Physical Review E, Vol.72, No.6 (December 2005), Article No.065104(R), pp.1-4.
    50. Jun Ohkubo, Muneki Yasuda and Kazuyuki Tanaka: Replica Analysis of a Preferential Urn Model, Journal of the Physical Society of Japan, Vol.75, No.7 (July 2006), Article No.074802, pp.1-6.
    51. Muneki Yasuda and Kazuyuki Tanaka: Relationship between Plefka's Expansion and Cluster Variation Method, Journal of the Physical Society of Japan, Vol.75, No.8 (August 2006), Article No.084006, pp.1-8.
    52. Jun Ohkubo and Kazuyuki Tanaka: Nonadditive Volume and Community Detection Problem in Complex Networks, Journal of the Physical Society of Japan, Vol.75 No.11 (November 2006), Article No.115001, pp.1-2.
    53. Muneki Yasuda and Kazuyuki Tanaka: Boltzmann Machines with Bounded Continuous Random Variables, Interdisciplinary Information Sciences, Vol.13, No.1 (March 2007), pp.25-31.
    54. Muneki Yasuda and Kazuyuki Tanaka: The Mathematical Structure of the Approximate Linear Response Relation, Journal of Physics A: Mathematical and Theoretical, Vol.40, No.33 (August 2007), pp.9993-10007.
    55. Kazuyuki Tanaka and D. M. Titterington: Statistical Trajectory of Approximate EM Algorithm for Probabilistic Image Processing, Journal of Physics A: Mathematical and Theoretical, Vol.40, No.37 (September 2007), pp.11285-11300.
    56. Kazuyuki Tanaka and Valery Van Kerrebroeck: Solvable Probabilistic Model for Cycles in Planar Graph, Interdisciplinary Information Sciences, Vol.15, No.2 (September 2009), pp.301-318 .
    57. Muneki Yasuda and Kazuyuki Tanaka: Approximate Learning Algorithm in Boltzmann Machines, Neural Computation, Vol.21, No.11 (November 2009), pp.3130-3178.
    58. Shun Kataoka, Muneki Yasuda and Kazuyuki Tanaka: Statistical Performance Analysis in Probabilistic Image Processing, Journal of the Physical Society of Japan, Vol.79, No.2 (February 2010), Article No.025001, pp.1-2.
    59. Muneki Yasuda and Kazuyuki Tanaka: Deterministic Approximate Learning Algorithm for Boltzmann Machines using Correlation Equality, IEICE Transactions (D), Vol.J93-D, No.11 (November 2010), pp.2446-2453 (in Japanese).
    60. Yuji Waizumi, Yuya Tsukabe, Hiroshi Tsunoda, Yoshiaki Nemoto and Kazuyuki Tanaka: Network Application Identification Based on Communication Characteristics of Application Messages, Journal of Communication and Computer, Vol.8, No.5 (February 2011), pp.111-119.
    61. Muneki Yasuda, Tetsuharu Sakurai and Kazuyuki Tanaka: Learning Algorithm in Restricted Boltzmann Machines using Kullback-Leibler Importance Estimation Procedure (Invited Paper), Nonlinear Theory and Its Applications, IEICE, Vol.2, No.2 (April 2011), pp.153-164.
    62. Shun Kataoka, Muneki Yasuda, Kazuyuki Tanaka and D. M. Titterington: Statistical Analysis of the Expectation-Maximization Algorithm with Loopy Belief Propagation in Bayesian Image Modeling, Philosophical Magazine: The Study of Condensed Matter, Vol.92, Nos.1-3 (January 2012), pp.50-63.
    63. Muneki Yasuda and Kazuyuki Tanaka: TAP Equation for Nonnegative Boltzmann Machine: Philosophical Magazine: The Study of Condensed Matter, Vol.92, Nos.1-3 (January 2012), pp.192-209.
    64. Shun Kataoka, Muneki Yasuda and Kazuyuki Tanaka: Statistical Analysis of Gaussian Image Inpainting Problems, Journal of the Physical Society of Japan, Vol.81, No.2 (February 2012), Article No.025001, pp.1-2.
    65. Muneki Yasuda, Shun Kataoka and Kazuyuki Tanaka: Inverse Problem in Pairwise Markov Random Fields using Loopy Belief Propagation, Journal of the Physical Society of Japan, Vol.81, No.4 (April 2012), Article No.044801, pp.1-8..
    66. Muneki Yasuda, Yoshiyuki Kabashima and Kazuyuki Tanaka: Replica Plefka Expansion of Ising systems, Journal of Statistical Mechanics: Theory and Experiment, Vol.2012, No.4 (April 2012), P04002, pp.1-16.
    67. Kazuyuki Tanaka, Muneki Yasuda and D. Michael Titterington: Bayesian Image Modeling by Means of Generalized Sparse Prior and Loopy Belief Propagation, Journal of the Physical Society of Japan, Vol.81, No.11 (November 2012), Article No.114802, pp.1-9.
    68. Muneki Yasuda, Junya Tannai and Kazuyuki Tanaka: Learning Algorithm for Boltzmann Machines Using Max-Product Algorithm and Pseudo-Likelihood , Interdisciplinary Information Sciences, Vol.18, No.1 (December 2012), pp.55-63.
    69. Yuji Waizumi, Tsuyoshi Sato and Kazuyuki Tanaka: Network Application Identification Using Sequential Transition Patterns of Payload Length, Interdisciplinary Information Sciences, Vol.18, No.2 (December 2012), pp.189-196.
    70. Muneki Yasuda and Kazuyuki Tanaka: Susceptibility Propagation by Using Diagonal Consistency, Physical Review E, Vol.87, No.1 (January, 2013), Article No.012134, pp.1-6.
    71. Shun Kataoka, Muneki Yasuda, Cyril Furtlehner and Kazuyuki Tanaka: Traffic Data Reconstruction based on Markov Random Field Modeling, Inverse Problems, Vol.30, No.2 (February 2014), Article No.025003, pp.1-14 (selected as insights article in Inverse Problems).
    72. Kazuyuki Tanaka, Shun Kataoka, Muneki Yasuda, Yuji Waizumi and Chiou-Ting Hsu: Bayesian Image Segmentations by Potts Prior and Loopy Belief Propagation, Journal of the Physical Society of Japan, Vol.83, No.12 (December 2014), Article No.124002, pp.1-11.
    73. Kazuyuki Tanaka, Shun Kataoka, Muneki Yasuda and Masayuki Ohzeki: Inverse Renormalization Group Transformation in Bayesian Image Segmentations, Journal of the Physical Society of Japan, Vol.84, No.4 (April 2015), Article No.045001, pp.1-2.
  • Proceedings of Internatinal Workshop
    1. Kazuyuki Tanaka, Yositake Takane, Hiromichi Ebisawa and Tohru Morita: Three-Dimensional t-J Model and Cluster Variation Method, Physica B: Condensed Matter, Vol.194-196, Part 1 (February 1994), pp.481-482. (Proceedings of XX International Conference on Low-Temperature Physics, August 4-11, 1993, Oregon University, USA).
    2. Kazuyuki Tanaka, Hiromichi Ebisawa and Tohru Morita: Cluster Variation Method for Two-Dimensional Hubbard and t-J Models. Physica C, Vol.235-240, Part 4 (December 1994), pp.2187-2188 (Proceedings of Conference, Materials & Mechanisms of Superconductivity High-Temperature Superconductors IV (MMS-HTSC IV)).
    3. Kazuyuki Tanaka and Tohru Morita: Application of the Cluster Variation Method to Three-Dimensional t-J Model II, Journal of the Korean Physical Society (Supplementary Issue, Proceedings of 1994 Workshop on Statistical Physics), Vol.28 (May 1995), pp.S373-S377 (September 29-30, 1994, Korea University, Korea).
    4. Tohru Morita and Kazuyuki Tanaka: Generalized Heisenberg Model of Spin S Greater Than 1/2 Equivalent to Those of Spin 1/2 or 1.Journal of the Korean Physical Society (Supplementary Issue, Proceedings of 1994 Workshop on Statistical Physics), Vol.28 (May 1995) pp.S378-S383 (September 29-30, 1994, Korea University, Korea).
    5. Kazuyuki Tanaka and Tohru Morita: Correlated Random Field Ising Model and Image Restoration Problem, edited by M. Suzuki and N. Kawashima, pp.150-153 (1996, World Scientific Publishing Corporation Press) (Proceedings of International Symposium on Coherent Approaches to Fluctuations, July 17-20, 1995, Kyoto).
    6. Kazuyuki Tanaka and Tohru Morita: Statistical-mechanical Study of the Image Restoration based on the Markov Random Field Model,Proceedings of International Workshop on Soft Computing in Industory, pp.78-83 (1996, Muroran Institute of Technology Press) (April 27-28, 1996, Muroran, Japan).
    7. Kazuyuki Tanaka, Mikako Ichioka and Tohru Morita: Statistical-Mechanical Algorithm in MRF Model based on Variational Principle,Proceedings of the 13th International Conference on Pattern Recognition, Vol.II, Track B: Pattern Recognition and Signal Analysis, pp.381-388 (1996, IEEE Computer Society Press) (August 25-29, 1996, Vienna, Austria).
    8. Kazuyuki Tanaka: Approximate Optimization Algorithms in Markov Random Field Model based on Statistical-Mechanical Technique, Proceedings of International Workshop on Soft Computing in Industry'99, pp.165-170 (1999, Muroran Institute of Technology Press) (June 16-18, 1999, Muroran, Japan).
    9. Kazuyuki Tanaka: Probabilistic Computational Method in Image Restoration Based on Statistical-Mechanical Techniques, edited by Y. Suzuki, S. Ovaska, T. Furuhashi, R. Roy and Y. Dote, Soft Computing in Industrial Applications, pp.401-414 (2000, Springer-Verlag Press) (Proceedings of 4th On-line World Conference on Soft Computing in Industrial Applications, September, 1999).
    10. 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 (September 10-14, 2001, Boston, USA), pp.383-392 (2001, IEEE Computer Society Press).
    11. Kazuyuki Tanaka, Jun-ichi Inoue and D. M. Titterington: Loopy Belief Propagation and Probabilistic Image Processing, Neural Networks for Signal Processing XIII ---Proceedings of the 2003 IEEE Signal Processing Society Workshop (September 17-19, 2003, Toulouse, France), pp.329-338 (2003, IEEE Computer Society Press) (Presentation Slide: Powerpoint).
    12. 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 (ICPR'04), Vol.2 (August 23-26, 2004, Combridge, UK), pp.40-43 (2004, IEEE Computer Society Press) (Presentation Slide: Powerpoint).
    13. Kazuyuki Tanaka and D. M. Titterington: First-Order Phase Transition and Bayesian Image Processing by Loopy Belief Propagation, Satellite Meeting of STATPHYS 22 Statistical Physics of Disordered Systems and Its Applications, (July 12-15, 2004, Hayama, Japan), Progress of Theoretical Physics, Supplement, No.157 (April 2005), pp.288-291 (Presentation Slide: Powerpoint).
    14. 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. Tokuyama and I. Oppenheim, November 3-8, 2003, Sendai, Japan), pp.731-734 (American Institute of Physics Press).
    15. Kazuyuki Tanaka: Linear Response Formula in Generalized Belief Propagation for Probabilistic Inference, Proceedings of 2005 International Conference on Computational Intelligence for Modelling, Control and Automation and International Conference on Intelligent Agents, Web Technologies and Internet Commerce (CIMCA-IAWTIC'05; November 28-30, 2005, Vienna, Austria), Vol.I (November 2005, IEEE Computer Society Press), pp.669-675 (Presentation Slide: Power Point, PDF).
    16. Jun Ohkubo and Kazuyuki Tanaka: Preferential Urn Model on a Random Network, Proceedings of 2005 International Conference on Computational Intelligence for Modelling, Control and Automation and International Conference on Intelligent Agents, Web Technologies and Internet Commerce (CIMCA-IAWTIC'05; November 28-30, 2005, Vienna, Austria), Vol.I (November 2005, IEEE Computer Society Press), pp.1153-1159.
    17. Kazuyuki Tanaka: Statistical Learning Procedure in Loopy Belief Propagation for Probabilistic Image Processing, Proceedings of 2005 International Conference on Computational Intelligence for Modelling, Control and Automation and International Conference on Intelligent Agents, Web Technologies and Internet Commerce (CIMCA-IAWTIC'05; November 28-30, 2005, Vienna, Austria), Vol.II (November 2005, IEEE Computer Society Press), pp.741-746 (Presentation Slide: Power Point, PDF).
    18. Muneki Yasuda, Jun Ohkubo and Kazuyuki Tanaka: Digital Images Inpainting based on Markov Random Field, Proceedings of 2005 International Conference on Computational Intelligence for Modelling, Control and Automation and International Conference on Intelligent Agents, Web Technologies and Internet Commerce (CIMCA-IAWTIC'05; November 28-30, 2005, Vienna, Austria), Vol.II (November 2005, IEEE Computer Society Press), pp.747-752.
    19. Kazuyuki Tanaka and Koji Tsuda: A Quantum-Statistical-Mechanical Extension of Gaussian Mixture Model (Proceedings of International Workshop on Statistical-Mechanical Informatics 2007 (IW-SMI2007), September 16-19, 2007, Kyoto, Japan), Journal of Physics: Conference Series, Vol.95, Article No.012023, pp.1-9, January 2008 (Presentation Slide: Power Point, PDF).
    20. Kazuyuki Tanaka: Mathematical Structures of Loopy Belief Propagation and Cluster Variation Method (Proceedings of International Workshop on Statistical-Mechanical Informatics 2008 (IW-SMI2008), September 14-17, 2008, Sendai, Japan), Journal of Physics: Conference Series, Vol.143, Article No.012023, pp.1-18, January 2009 (Presentation Slide: Power Point, PDF).
    21. Kazuyuki Tanaka, Takafumi Usui and Muneki Yasuda: Statistical Inferences by Gaussian Markov Random Fields on Complex Networks, Proceedings of 2008 International Conference on Computational Intelligence for Modelling, Control & Automation Intelligent Agents, Web Technologies & Internet Commerce Innovation in Sofware Engineering (CIMCA-IAWTIC'08; December 10-12, 2008, Vienna, Austria), (December 2008, IEEE Computer Society Press), pp.214-219 (Paper: PDF, Presentation Slide: Power Point, PDF).
    22. Muneki Yasuda and Kazuyuki Tanaka: Approximate Learning Algorithm for Restricted Boltzmann Machines, Proceedings of 2008 International Conference on Computational Intelligence for Modelling, Control & Automation Intelligent Agents, Web Technologies & Internet Commerce Innovation in Sofware Engineering (CIMCA-IAWTIC'08; December 10-12, 2008, Vienna, Austria), (December 2008, IEEE Computer Society Press), pp.692-697 (Paper: PDF).
    23. Kazuyuki Tanaka, Nicolas Morin, Muneki Yasuda and D. M. Titterington: Probabilistic image processing by extended Gauss-Markov random fields, Proceedings of IEEE/SP 15th Workshop on Statistical Signal Processing (August 31-September 3, 2009, University of Cardiff, Wales, UK), pp.618-621 (Presentation Slide: Power Point, PDF).
    24. Kazuyuki Tanaka, Shun Kataoka and Muneki Yasuda: Statistical performance analysis by loopy belief propagation in Bayesian image modeling (International Workshop on Statistical-Mechanical Informatics 2010, March 10, 2010, Kyoto), Journal of Physics: Conference Series, Vol.233, Article No.012013, pp.1-11, July 2010 (Presentation Slide: Power Point, PDF).
    25. Marvin Huang, Chiou-Ting Hsu and Kazuyuki Tanaka: Automatic Ridge Network Detection in Crumpled Paper Based on Graph Density, Proceedings of 2011 IEEE 13th International Workshop on Multimedia Signal Processing, Digital Object Identifier 10.1109/MMSP.2011.6093840 (October 2011), pp.1-6 (2011 IEEE 13th International Workshop on Multimedia Signal Processing, October 17-19, 2011, Hangzhou, China).
    26. Muneki Yasuda, Shun Kataoka, Yuji Waizumi and Kazuyuki Tanaka: Composite Likelihood Estimation for Restricted Boltzmann Machines, 21st International Conference on Pattern Recognition (November 11-15, 2012, Tsukuba, Japan), ISBN:978-4-9906441-1-6, pp.2234-2237.

    Tanaka Researching Group Web Page
    Contact to Kazuyuki Tanaka (E-mail: kazu [at mark] smapip.is.tohoku.ac.jp)