TANIOKA Kensuke
Faculty of Life and Medical Sciences Department of Biomedical Information
Associate Professor
Last Updated :2024/05/23

Researcher Profile and Settings

      Research funding number

      40782818

    Research Areas

    • Informatics / Statistical science

    Research Experience

    • Doshisha University, Faculty of Life and Medical Sciences Department of Biomedical Information, Associate Professor, 2024/04 - Today
    • Doshisha University, Faculty of Life and Medical Sciences Department of Biomedical Information, Assistant professor, 2020/04 - 2024/04
    • Wakayama Medical University, School of medicine, Associate professor, 2019/07 - 2020/03
    • Wakayama Medical University Hospital, Clinical Study Support Center, データセンター部門長, 2018/11 - 2020/03
    • Wakayama Medical University, School of medicine, Assistant professor, 2016/04 - 2019/06

    Education

    • Doshisha University, Graduate of Culture and Information Science, 2012/04 - 2016/03
    • Doshisha University, Graduate of Culture and Information Science, 2010/04 - 2012/03
    • Doshisha University, Faculty of Culture and Information Science, Department of Culture and Information Science, 2005/04 - 2009/09

    Published Papers

    • Causal rule ensemble method for estimating heterogeneous treatment effect with consideration of prognostic effects
      Mayu Hiraishi; Ke Wan; Kensuke Tanioka; Hiroshi Yadohisa; Toshio Shimokawa
      Statistical Methods in Medical Research, SAGE Publications, 27 Apr. 2024, Scientific journal
    • Hemispheric Lateralization in Older Adults Who Habitually Play Darts: A Cross-Sectional Study Using Functional Near-Infrared Spectroscopy
      Koki Toyofuku; Satoru Hiwa; Kensuke Tanioka; Tomoyuki Hiroyasu; Masaki Takeda
      Healthcare, MDPI AG, 12(7) 734 - 734, 27 Mar. 2024, Scientific journal
    • Estimation of a treatment effect based on a modified covariates method with $$L_0$$ norm
      Kensuke Tanioka; Kaoru Okuda; Satoru Hiwa; Tomoyuki Hiroyasu
      Artificial Life and Robotics, Springer Science and Business Media LLC, 09 Feb. 2024, Scientific journal
    • Preliminary Investigation of the Association Between Driving Pleasure and Brain Activity with Mapper-based Topological Data Analysis
      Shinsei Isojima; Kensuke Tanioka; Tomoyuki Hiroyasu; Satoru Hiwa
      International Journal of Intelligent Transportation Systems Research, 04 Oct. 2023, Scientific journal
    • Clustered sparse structural equation modeling for heterogeneous data
      Takasawa, I; Tanioka, K; Yadohisa, H
      Journal of Classification (accepted), Aug. 2023, Scientific journal
    • Rule ensemble method with adaptive group lasso for heterogeneous treatment effect estimation
      Ke Wan; Kensuke Tanioka; Toshio Shimokawa
      Statistics in Medicine, Wiley, 07 Jun. 2023, Scientific journal
    • Interpersonal brain synchronization during face-to-face economic exchange between acquainted dyads
      Yuto Kikuchi; Kensuke Tanioka; Tomoyuki Hiroyasu; Satoru Hiwa
      Oxford Open Neuroscience, Oxford University Press (OUP), 2, 01 Feb. 2023, Scientific journal
    • Performance comparison of deep learning architectures for surgical instrument image removal in gastrointestinal endoscopic imaging
      Taira Watanabe; Kensuke Tanioka; Satoru Hiwa; Tomoyuki Hiroyasu
      Artificial Life and Robotics, Springer Science and Business Media LLC, 28(2) 307 - 313, 04 Jan. 2023, Scientific journal
    • Estimation and visualization of heterogeneous treatment effects for multiple outcomes
      Shintaro Yuki; Kensuke Tanioka; Hiroshi Yadohisa
      Statistics in Medicine, Wiley, 42(5) 693 - 715, 27 Dec. 2022, Scientific journal
    • Visualization, Clustering, and Graph Generation of Optimization Search Trajectories for Evolutionary Computation Through Topological Data Analysis: Application of the Mapper
      Arisa Toda; Satoru Hiwa; Kensuke Tanioka; Tomoyuki Hiroyasu
      2022 IEEE Congress on Evolutionary Computation (CEC), IEEE, 18 Jul. 2022, International conference proceedings
    • Predicting the Degree of Distracted Driving Based on fNIRS Functional Connectivity: A Pilot Study
      Takahiko Ogihara; Kensuke Tanioka; Tomoyuki Hiroyasu; Satoru Hiwa
      Frontiers in Neuroergonomics, Frontiers Media SA, 3, 08 Jul. 2022, Scientific journal
    • Thresholding Approach for Low-Rank Correlation Matrix Based on MM Algorithm
      Kensuke Tanioka; Yuki Furotani; Satoru Hiwa
      Entropy, MDPI AG, 24(5) 579 - 579, Apr. 2022, Scientific journal
    • Do synbiotics really enhance beneficial synbiotics effect on defecation symptoms in healthy adults?: Randomized, double-blind, placebo-controlled trial.
      Daisaku Ito; Yuta Yamamoto; Takao Maekita; Naoko Yamagishi; Shuji Kawashima; Takanori Yoshikawa; Kensuke Tanioka; Takeichi Yoshida; Mikitaka Iguchi; Kosei Kunitatsu; Yoshimitsu Kanai; Seiya Kato; Masayuki Kitano
      Medicine, 101(8) e28858 , 25 Feb. 2022, Scientific journal
    • Concordance rate of a four-quadrant plot for repeated measurements
      Mayu Hiraishi; Kensuke Tanioka; Toshio Shimokawa
      BMC Medical Research Methodology, Springer Science and Business Media LLC, 21(1), 01 Dec. 2021, Scientific journal
    • Low-Rank Approximation of Difference between Correlation Matrices Using Inner Product
      Kensuke Tanioka; Satoru Hiwa
      Applied Sciences, MDPI AG, 11(10) 4582 - 4582, 17 May 2021, Scientific journal
    • Hybrid adaptive index model for binary response data
      Ke Wan; Kensuke Tanioka; Hiroyuki Minami; Masahiro Mizuta; Toshio Shimokawa
      Japanese Journal of Statistics and Data Science, Springer Science and Business Media LLC, 4(1) 299 - 315, 31 Oct. 2020, Scientific journal
    • Optimization of therapeutic strategy for p16‐positive oropharyngeal squamous cell carcinoma: Multi‐institutional observational study based on the national Head and Neck Cancer Registry of Japan
      Yuki Saito; Ryuichi Hayashi; Yoshiyuki Iida; Takatsugu Mizumachi; Takashi Fujii; Fumihiko Matsumoto; Takeshi Beppu; Masafumi Yoshida; Hirotaka Shinomiya; Ryosuke Kamiyama; Mutsukazu Kitano; Kazuhiko Yokoshima; Yasushi Fujimoto; Takanori Hama; Taku Yamashita; Kenji Okami; Kouki Miura; Takuo Fujisawa; Daisuke Sano; Hisayuki Kato; Shujiro Minami; Masashi Sugasawa; Muneyuki Masuda; Ichiro Ota; Shigemichi Iwae; Ryo Kawata; Nobuya Monden; Takayuki Imai; Takahiro Asakage; Masafumi Okada; Takanori Yoshikawa; Kensuke Tanioka; Megumi Kitayama; Mariko Doi; Satoshi Fujii; Masato Fujii; Nobuhiko Oridate; Munenaga Nakamizo; Seiichi Yoshimoto; Akihiro Homma; Ken‐ichi Nibu; Katsunari Yane
      Cancer, Wiley, 126(18) 4177 - 4187, 10 Jul. 2020, Scientific journal
    • Preoperative Scoring System to Predict Prognosis in Patients Who Undergo Neoadjuvant Therapy for Pancreatic Cancer
      Ken-Ichi Okada; Manabu Kawai; Seiko Hirono; Kensuke Tanioka; Motoki Miyazawa; Yuji Kitahata; Ryohei Kobayasi; Masaki Ueno; Shinya Hayami; Hiroki Yamaue
      Anticancer Research, 40(7) 4033 - 4040, Jul. 2020
    • The usefulness of EUS‐FNA with contrast‐enhanced harmonic imaging of solid pancreatic lesions: a prospective study
      Masahiro Itonaga; Masayuki Kitano; Fumiyoshi Kojima; Keiichi Hatamaru; Yasunobu Yamashita; Takashi Tamura; Junya Nuta; Yuki Kawaji; Toshio Shimokawa; Kensuke Tanioka; Shin‐ichi Murata
      Journal of Gastroenterology and Hepatology, Wiley, 12 Jun. 2020, Scientific journal
    • Endoscopic Ultrasonography Shear Wave as a Predictive Factor of Endocrine/Exocrine Dysfunction in Chronic Pancreatitis
      Yasunobu Yamashita; Kensuke Tanioka; Yuki Kawaji; Takashi Tamura; Junya Nuta; Keiichi Hatamaru; Masahiro Itonaga; Yoshiyuki Ida; Takao Maekita; Mikitaka Iguchi; Masayuki Kitano
      Journal of Gastroenterology and Hepatology, Wiley, 08 Jun. 2020, Scientific journal
    • Subjective Loudness Using External Noise Reflects the Loudness and Distress of Tinnitus
      Yuta Yamamoto; Shunji Tamagawa; Kensuke Tanioka; Takuya Suzuki; Muneki Hotomi; Satoshi Ukai; Takashi Ueyama
      Otology & Neurotology, Ovid Technologies (Wolters Kluwer Health), Publish Ahead of Print, 07 Apr. 2020, Scientific journal
    • Endoscopic sphincterotomy to prevent post-ERCP pancreatitis in patients with biliary neoplasms: a multicenter retrospective cohort study.
      Takashi Tamura; Takeshi Ogura; Mamoru Takenaka; Kensuke Tanioka; Masahiro Itonaga; Kentaro Yamao; Ken Kamata; Seiko Hirono; Ken-Ichi Okada; Miyuki Imanishi; Kazuhide Higuchi; Hiroki Yamaue; Masayuki Kitano
      Endoscopy international open, 8(4) E513-E522 , Apr. 2020, Scientific journal
    • Diffusion-weighted MRI predicts the histologic response for neoadjuvant therapy in patients with pancreatic cancer: a prospective study (DIFFERENT trial).
      Ken-Ichi Okada; Manabu Kawai; Seiko Hirono; Fumiyoshi Kojima; Kensuke Tanioka; Masaki Terada; Motoki Miyazawa; Yuji Kitahata; Yoshifumi Iwahashi; Masaki Ueno; Shinya Hayami; Shin-Ichi Murata; Toshio Shimokawa; Hiroki Yamaue
      Langenbeck's archives of surgery, 405(1) 23 - 33, Feb. 2020, Scientific journal
    • SURVIVAL BUMP HUNTING METHOD FOR SUBGROUP IDENTIFICATION
      Wan Ke; Tanioka Kensuke; Minami Hiroyuki; Shimokawa Toshio; Mizuta Masahiro
      Bulletin of the Computational Statistics of Japan, Japanese Society of Computational Statistics, 33(1) 1 - 28, 2020, Scientific journal
    • Utility of Contrast-Enhanced Harmonic Endoscopic Ultrasonography for Early Diagnosis of Small Pancreatic Cancer.
      Yasunobu Yamashita; Kensuke Tanioka; Yuki Kawaji; Takashi Tamura; Junya Nuta; Keiichi Hatamaru; Masahiro Itonaga; Takeichi Yoshida; Yoshiyuki Ida; Takao Maekita; Mikitaka Iguchi; Masaki Terada; Tetsuo Sonomura; Seiko Hirono; Ken-Ichi Okada; Manabu Kawai; Hiroki Yamaue; Masayuki Kitano
      Diagnostics (Basel, Switzerland), 10(1), 01 Jan. 2020
    • Effect of duration from lingual nerve injury to undergoing microneurosurgery on improving sensory and taste functions: retrospective study.
      Takashi Nakanishi; Yuta Yamamoto; Kensuke Tanioka; Yukari Shintani; Itaru Tojyo; Shigeyuki Fujita
      Maxillofacial plastic and reconstructive surgery, 41(1) 61 - 61, Dec. 2019
    • Revealing Changes in Brain Functional Networks Caused by Focused-Attention Meditation Using Tucker3 Clustering.
      Takuma Miyoshi; Kensuke Tanioka; Shoko Yamamoto; Hiroshi Yadohisa; Tomoyuki Hiroyasu; Satoru Hiwa
      Frontiers in human neuroscience, 13 473 - 473, Dec. 2019
    • Utility of Elastography with Endoscopic Ultrasonography Shear-Wave Measurement for Diagnosing Chronic Pancreatitis.
      Yasunobu Yamashita; Kensuke Tanioka; Yuki Kawaji; Takashi Tamura; Junya Nuta; Keiichi Hatamaru; Masahiro Itonaga; Takeichi Yoshida; Yoshiyuki Ida; Takao Maekita; Mikitaka Iguchi; Masayuki Kitano
      Gut and liver, 15 Nov. 2019
    • Clinical and histological evaluation of a single high energy microwave treatment for primary axillary hyperhidrosis in Asians: A prospective, randomized, controlled, split-area comparative trial.
      Chikako Kaminaka; Naoya Mikita; Yutaka Inaba; Kayo Kunimoto; Hisako Okuhira; Masatoshi Jinnin; Bunsho Kao; Ryuzaburo Tanino; Kensuke Tanioka; Toshio Shimokawa; Yuki Yamamoto
      Lasers in surgery and medicine, 51(7) 592 - 599, Sep. 2019, Scientific journal
    • Constrained nonmetric principal component analysis
      Yuki Yamagishi; Kensuke Tanioka; Hiroshi Yadohisa
      Behaviormetrika, 46 313 - 332, Jul. 2019, Scientific journal
    • Low lymphocyte monocyte ratio after neoadjuvant therapy predicts poor survival after pancreatectomy in patients with borderline resectable pancreatic cancer.
      Manabu Kawai; Seiko Hirono; Ken-Ichi Okada; Motoki Miyazawa; Atsushi Shimizu; Yuji Kitahata; Ryohei Kobayashi; Masaki Ueno; Shinya Hayami; Kensuke Tanioka; Hiroki Yamaue
      Surgery, 165(6) 1151 - 1160, Jun. 2019
    • Radical treatment for walled-off necrosis: Transmural nasocyst continuous irrigation.
      Takashi Tamura; Masahiro Itonaga; Kensuke Tanioka; Yuki Kawaji; Junya Nuta; Keiichi Hatamaru; Yasunobu Yamashita; Takeichi Yoshida; Yoshiyuki Ida; Takao Maekita; Mikitaka Iguchi; Masayuki Kitano
      Digestive endoscopy : official journal of the Japan Gastroenterological Endoscopy Society, 31(3) 307 - 315, May 2019
    • Diagnostic efficacy of smear plus liquid-based cytology for EUS-FNA of solid pancreatic lesions: A propensity-matched study.
      Masahiro Itonaga; Shin-Ichi Murata; Keiichi Hatamaru; Takashi Tamura; Junya Nuta; Yuki Kawaji; Takao Maekita; Mikitaka Iguchi; Jun Kato; Fumiyoshi Kojima; Hiroki Yamaue; Manabu Kawai; Ken-Ichi Okada; Seiko Hirono; Toshio Shimokawa; Kensuke Tanioka; Masayuki Kitano
      Medicine, 98(19) e15575 , May 2019, Scientific journal
    • Simultaneous Method of Orthogonal Non-metric Non-negative Matrix Factorization and Constrained Non-hierarchical Clustering
      Kensuke Tanioka; Hiroshi Yadohisa
      Journal of classification, 36(1) 73 - 93, Mar. 2019, Scientific journal
    • Effectiveness of endoscopic ultrasound-guided drainage for noncapsulated postoperative pancreatic collection.
      Takashi Tamura; Masayuki Kitano; Manabu Kawai; Kensuke Tanioka; Masahiro Itonaga; Yuki Kawaji; Junya Nuta; Keiichi Hatamaru; Yasunobu Yamashita; Yuji Kitahata; Motoki Miyazawa; Seiko Hirono; Ken-Ichi Okada; Hiroki Yamaue
      Therapeutic advances in gastroenterology, 12 1756284819884418 - 1756284819884418, 2019
    • Paracentral Acute Middle Maculopathy following Vitrectomy for Proliferative Diabetic Retinopathy: Incidence, Risk Factors, and Clinical Characteristics.
      Hiroshi Nakashima; Yasuaki Iwama; Kensuke Tanioka; Kazuyuki Emi
      Ophthalmology, 125(12) 1929 - 1936, Dec. 2018
    • Asymmetric MDS with categorical external information based on radius model
      Kensuke Tanioka; Hiroshi Yadohisa
      Procedia Computer Science, 140, Oct. 2018, International conference proceedings
    • Unfolding models for asymmetric dissimilarity data with external information based on path structures
      Kensuke Tanioka; Hiroshi Yadohisa
      International Journal of Software Innovation, Taru Publications, 6(3) 53 - 66, 01 Jul. 2018, Scientific journal
    • Discriminant Coordinates for Asymmetric Dissimilarity data Based on Radius Model
      Kensuke Tanioka; Hiroshi Yadohisa
      Behaviormetrika, 42(2) 1 - 17, May 2016, Scientific journal
    • A Survey on Introductory Statistics Classes in Japanese Medical Schools
      Kensuke Tanioka; Ayaka Uesaka; Yoji Yamashita; Takashi Omori; Takashi Sozu
      Japanese Journal of Biometrics, The Biometric Society of Japan, 35(2) 95 - 105, Jan. 2015, Scientific journal
    • Subspace hierarchical clustering for three-way three-mode data using quadratic regularization
      Kensuke Tanioka; Hiroshi Yadohisa
      COMPLEX ADAPTIVE SYSTEMS 2012, ELSEVIER SCIENCE BV, 12 248 - 253, 2012, International conference proceedings
    • Effect of data standardization on the result of k-means clustering
      Kensuke Tanioka; Hiroshi Yadohisa
      Studies in Classification, Data Analysis, and Knowledge Organization, 59 - 67, 2012, International conference proceedings
    • Hierarchical clustering algorithm with combined criteria for large and complex similarity data
      Kensuke Tanioka; Hiroshi Yadohisa
      International Journal of Knowledge Engineering and Soft Data Paradigms, 3(2) 121 - 131, Mar. 2011, Scientific journal

    Research Projects

    • 潜在変数に基づく多変量アウトカムに対する治療効果推定方法の開発について
      谷岡 健資
      本研究では,異なる尺度で観測されたアウトカムに対して処置効果を同時に推定し,かつ潜在変数によってそれらの関係を容易に解釈することができる解析手法の開発を目的としている.実際の臨床試験では主要評価項目や副次評価項目を含めた複数の評価項目を取得するが,主要評価項目の結果によって試験の成否を結論付けることが多い.しかし,探索的な解析を行う場合,そのような制約を置く必要はなく,それら複数の評価項目の処置効果を同時に推定し,その特徴を把握することは非常に応用上有意味であると考えられる.また,そのような評価項目は様々な尺度が混在しており,既存の方法を適用することが困難な場合が多い.そこで,そのような問題に対処するため,第1段階として,同一の尺度で観測された評価項目に対する処置効果推定のための統計解析手法を開発し,第2段階として尺度混在複数アウトカムに対する処置効果推定のための方法開発に取り組む計画である. 今年度はまず,アウトカムが全て量的データもしくは質的データであるような場合に対する処置効果を推定するための解析手法を開発した.特に無作為化比較試験の状況を想定したもとで,多変量の処置効果を同時に推定し,かつ共変量から共通因子を抽出する方法へスパース主成分回帰分析を拡張した.数値シミュレーションにより既存の方法を組み合わせたアプローチと比較して,提案手法の有用性を確認した.さらに,実際の臨床試験データへの適用も行い,既存の結果と解釈に矛盾がでないことも確認した.本研究成果は現在学術雑誌に投稿中である., 日本学術振興会, 科学研究費助成事業 若手研究, 2021/04 -2026/03, 若手研究, 同志社大学
    • Three-way three-mode dimensional data analysis for biometric data
      Tanioka Kensuke
      We have developed a data analysis method to simultaneously grasp the classification structure of subjects and related features from the tuple (subject, variable, condition), which is called Three-way three-mode data. We also developed a dimensional reduction clustering method that can identify regions of difference between conditions even in noisy data. We also developed a sparse dimensionality reduction clustering method based on path analysis. As a result of this research, seven papers have been published, one is in submission and one is in preparation for submission., Japan Society for the Promotion of Science, Grants-in-Aid for Scientific Research Grant-in-Aid for Young Scientists (B), 2017/04 -2022/03, Grant-in-Aid for Young Scientists (B)