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研究室での区分 · 旧スタッフ

片岡 駿 Shun Kataoka

確率グラフィカルモデル、統計的機械学習、画像・信号処理を研究しています。

所属

  • 小樽商科大学 商学部 社会情報学科 准教授

研究・活動の広がり

掲載した成果には、統計物理・確率過程、画像解析に関する研究が含まれます。

論文

これまでの関連論文

No. Title Author Bibliography DOI
51 Momentum-Space Renormalization Group Transformation in Bayesian Image Modeling by Gaussian Graphical Model Kazuyuki Tanaka, Masamichi Nakamura, Shun Kataoka, Masayuki Ohzeki, Muneki Yasuda Journal of the Physical Society of Japan 87 (8) 085001 (2018) 10.7566/JPSJ.87.085001
34 Inverse Renormalization Group Transformation in Bayesian Image Segmentations Kazuyuki Tanaka, Shun Kataoka, Muneki Yasuda, Masayuki Ohzeki Journal of the Physical Society of Japan 84 (4) 045001 (2015) 10.7566/JPSJ.84.045001
研究業績に戻る

主な研究成果

論文・会議録から主な成果を紹介します。掲載年：2010〜2019年。

研究室での活動に限定せず、これまでの主な成果を紹介します。

  1. 雑誌論文

    Bayesian Image Denoising with Multiple Noisy Images

    Shun Kataoka, Muneki Yasuda

    The Review of Socionetwork Strategies 13 (2) 267-280 2019-07-16

  2. 雑誌論文

    Statistical analysis of the expectation-maximization algorithm with loopy belief propagation in Bayesian image modeling

    Shun Kataoka, Muneki Yasuda, Kazuyuki Tanaka, D.M. Titterington

    Philosophical Magazine 92 (1-3) 50-63 2012-01

  3. 雑誌論文

    Traffic data reconstruction based on Markov random field modeling

    Shun Kataoka, Muneki Yasuda, Cyril Furtlehner, Kazuyuki Tanaka

    Inverse Problems 30 (2) 025003 2014-01-28

  4. 会議録論文

    Statistical performance analysis by loopy belief propagation in Bayesian image modeling

    Kazuyuki Tanaka, Shun Kataoka, Muneki Yasuda

    Journal of Physics: Conference Series 233 012013 2010-06-01

  5. 雑誌論文

    Statistical analysis of loopy belief propagation in random fields

    Muneki Yasuda, Shun Kataoka, Kazuyuki Tanaka

    Physical Review E 92 (4) 042120 2015-10-08

  6. 雑誌論文

    Statistical Performance Analysis in Probabilistic Image Processing

    Shun Kataoka, Muneki Yasuda, Kazuyuki Tanaka

    Journal of the Physical Society of Japan 79 (2) 025001 2010-02-15

  7. 雑誌論文

    Statistical Analysis of Gaussian Image Inpainting Problems

    Shun Kataoka, Muneki Yasuda, Kazuyuki Tanaka

    Journal of the Physical Society of Japan 81 (2) 025001 2012-02-15

  8. 雑誌論文

    Inverse Problem in Pairwise Markov Random Fields Using Loopy Belief Propagation

    Muneki Yasuda, Shun Kataoka, Kazuyuki Tanaka

    Journal of the Physical Society of Japan 81 (4) 044801 2012-04-15

  9. 雑誌論文

    Linear-Time Algorithm in Bayesian Image Denoising based on Gaussian Markov Random Field

    Muneki YASUDA, Junpei WATANABE, Shun KATAOKA, Kazuyuki TANAKA

    IEICE Transactions on Information and Systems E101.D (6) 1629-1639 2018-06-01

  10. 雑誌論文

    Bayesian Reconstruction of Missing Observations

    Shun KATAOKA, Muneki YASUDA, Kazuyuki TANAKA

    Interdisciplinary Information Sciences 21 (1) 11-23 2015

  11. 雑誌論文

    Bayesian Image Segmentations by Potts Prior and Loopy Belief Propagation

    Kazuyuki Tanaka, Shun Kataoka, Muneki Yasuda, Yuji Waizumi, Chiou-Ting Hsu

    Journal of the Physical Society of Japan 83 (12) 124002 2014-12-15

  12. 雑誌論文

    Community Detection Algorithm Combining Stochastic Block Model and Attribute Data Clustering

    Shun Kataoka, Takuto Kobayashi, Muneki Yasuda, Kazuyuki Tanaka

    Journal of the Physical Society of Japan 85 (11) 114802 2016-11-15

  13. 雑誌論文

    Solving Non-parametric Inverse Problem in Continuous Markov Random Field Using Loopy Belief Propagation

    Muneki Yasuda, Shun Kataoka

    Journal of the Physical Society of Japan 86 (8) 084806 2017-08-15