Kobayashi Ichiro


Position

Professor

Affiliation

Faculty of Core Research Natural Science Division

Graduate School of Humanities and Sciences, Education Organization, Doctral Program Advanced Sciences

Graduate School of Humanities and Sciences, Education Organization, Master's Program Advanced Sciences

Faculty of Science Information Sciences

Faculty

Information Sciences

Education Organization (Master's Program)

Computer Science

Education Organization (Doctoral Program)

Department of Computer Science

URL

写真a

Research Keywords 【 display / non-display

  • Language processing, Intelligent information processing, Verbalization, Brain decoding, Latent semantic analysis, Text processing, Robotics

Research Pursuits 【 display / non-display

  • I am interested in making the target system more intelligent by using artificial intelligence and linguistic information processing technology. We are also researching methods for explaining time-series data in words. We are also energetically developing methods for decoding information in the brain. We also analyze the latent meaning of documents, and based on that information, we are conducting research on multiple document summaries, document classification, information retrieval, and so on. We are also conducting research on robot control using evolutionary computation and reinforcement learning.

Educational Pursuits 【 display / non-display

  • For undergraduate students:
    At the second year of undergraduate course, I taught an introductory course of data analysis. I prepared lots of material for the students to get the idea about the basis for machine learning.
    At the third year of the undergraduate course, I taught natural language processing (NLP), artificial intelligence (AI), and English training course. As for NLP and AI, at every lecture I gave all slides that I used in my lecture to the students and gave them problems to exercise so that they understand deeply about the content of the lecture.
    .
    For graduate students:
    I gave a lecture about advanced information retrieval technologies. I took up important technologies of information retrieval and application systems with the technologies as the subjects of the lecture. Moreover, I gave a lecture about statistical natural language processing and also a lecture about deep learning.

Future Research Plans, Research Prospects, and Joint Research Potential 【 display / non-display

  • I will work on intelligent information processing and language information processing using machine learning techniques. In particular, I plan to concentrate on verbalizing time-series data, multi-modal information, and reading brain.

Academic 【 display / non-display

  • Musashi Institute of Technology, Department of Engineering, Electric and Electronics Engineering, University, Graduated, JAPAN

  • Tokyo Institute of Technology, Systems Science, Graduate School(Master's Course), Completed, JAPAN

  • Tokyo Institute of Technology, Systems Science, Graduate School(Doctor's Course), Completed, JAPAN

Campus Career 【 display / non-display

  • Graduate School of Humanities and Sciences, Research Organization, the Core Section The Natural/Applied Sciences Division, Professor

  • Faculty of Core Research Natural Science Division, Professor

  • Graduate School of Humanities and Sciences, Education Organization, Doctral Program Advanced Sciences

  • Graduate School of Humanities and Sciences, Education Organization, Doctral Program Advanced Sciences

  • Graduate School of Humanities and Sciences, Education Organization, Master's Program Advanced Sciences

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External Career 【 display / non-display

  • National Institute of Advanced Industrial Science and Technology Artificial Intelligence Research Center, Visiting researcher, 2017.08 -

  • German Research Center for Artificial Intelligence Intelligent User Interfaces, Research Fellow, 2007.05 - 2007.09

  • RIKEN Brain Research Center, Research Fellow, 2001.04 - 2005.03

  • Stanford University Center for the Study of Language and Information, Research Fellow, 2007.09 - 2008.03

Research Field 【 display / non-display

 

Books 【 display / non-display

  • The components and structure of the context base, a database for computer text generation

    Equinox2013.03, Yusuke Takahashi,Ichiro Kobayashi,Michiaki Iwazume, Research Book

  • Systemic Functional Perspective of Japanese: Descriptions and Applications

    The components and structure of the context base, a database for computer text generation, Equinox, 2013, Yusuke Takahashi, Ichiro Kobayashi and Michiaki Iwazume, Elizabeth Thomson and Willam Armour, Book, 325-353

  • Abstract tools and technologies of learning: an evolving partnership

    Springer2009.04, David Butt,Ichiro Kobayashi,Makoto Sasaki, Research Book

  • Comparative Information Technology: Languages, Societies and the Internet (Globalisation, Comparative Education and Policy Research)

    Abstract tools and technologies of learning: an evolving partnership, Springer, 2009, David Butt,Ichiro Kobayashi,Makoto Sasaki, Joseph Zajda and Donna Gibbs, Book, 11-31

  • Basis of Artificial Intelligence

    Saiensu-sha Co., Ltd. Publisher2008.11, Ichiro Kobayashi, Textbook

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Papers 【 display / non-display

  • Controlling contents in data-to-document generation with human-designed topic labels

    Computer Speech & Language, vol.66(7-8), 2021.03, Kasumi Aoki, Akira Miyazawa, Tatsuya Ishigaki, Tatsuya Aoki, Hiroshi Noji, Keiichi Goshima, Hiroya Takamura,Yusuke Miyao, Ichiro Kobayashi, Original, Research paper (scientific journal), Coauthor

  • Intelligence of Artificial Intelligence: A Study on Brain Decoding using Machine Learning and the Analysis of Brain Functions

    Japan Journal of Neurosurgery, vol.30(2)(p.120 - 127), 2021.02, Ichiro Kobayashi, Original, Research paper (scientific journal), Single Author

  • Collective Anomaly Detection using Adversarial Generative Networks

    The Data Base Society of Japan, vol.18-J(2), 2020.03, Chihiro Maru, Ichiro Kobayashi, Original, Research paper (scientific journal), Coauthor

  • Learning to Select, Track, and Generate for Data-to-Text

    自然言語処理, vol.32(p.722 - 736), 2020.03, Hayate Iso, Yui Uehara, Tatsuya Ishigaki, Hiroshi Noji, Eiji Aramaki, Ichiro Kobayashi, Yusuke Miyao, Naoaki Okazaki and Hiroya Takamura, Original, Research paper (scientific journal), Coauthor

  • Motion Generation Using Humanoid Robot with Language Understanding

    Society for Fuzzy Systems, vol.32(1)(p.632 - 642), 2020.02, Yumi Hamazono, Ichiro Kobayashi, Hideki Asoh, Tomoaki Nakamura, Takayuki Nagai, Daichi Mochihashi, Original, Research paper (scientific journal), Coauthor

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Published Article 【 display / non-display

  • Report on Joint Study Group 2018

    Japan Society for Artificial Intelligence, vol.34(p.245 - 252), 2019.03, Haruyasu Ueda, Tsuneaki Kato, Hiroaki Saito, Yuko Sakurai, Ichiro Kobayashi, Original, Coauthor, Accepted, Research paper

  • 書評「ベイズ推論による機械学習入門」

    数理科学「特集:機械学習の数理」, vol.8(662)(p.59), 2018.08, Ichiro Kobayashi, Original, Single Author, Except for reviews, Book review and document introduction, etc.

  • 合同研究会2017開催報告

    Japan Society for Artificial Intelligence, vol.33(2)(p.223 - 230), 2018.03, Ichiro Kobayashi, Tsuneaki Kato, and Haruyasu Ueda, Original, Coauthor, Except for reviews, Meeting report etc.

  • WCCI2010 report

    2010, Ichiro Kobayashi, Single Author, Introduction and explanation (scientific journal)

  • Language, Research, and Education

    Journal of Japanese Society for Artificial Intelligence, 2008, 小林一郎, Introduction and explanation (scientific journal)

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Review Papers 【 display / non-display

  • 学会誌「情報処理」

    Information Processing Society of Japan, vol.59(8), 2018.08, 先生、質問です!, Other, Individual

  • 人工知能学会誌

    10 年を振り返って:「言葉と研究と教育と」, 人工知能学会, vol.33(2)(p.113), 2018.03, Ichiro Kobayashi, Other, Individual

  • 人工知能学会誌

    社団法人 人工知能学会, 2006.03, 日常言語コンピューティング(プロジェクト総括), Other, Joint Work

  • 研究成果報告書 言語知能システム研究チーム

    IV.研究成果 第2章2.5節「言語プロトコル」 VI.研究評価 第1章人工知能分野, 2005.03, 小林一郎, 独立行政法人理化学研究所脳科学総合研究センター、脳を創る領域・知能アーキテクチュア研究グループ, Other

  • Research Report Laboratory for Language-Based Intelligent Systems

    IV Research Results 2. Language-Based Computing Systems 2.5 Language Protocol VI Research Evaluations 1. Artificial Intelligence, 2005.03, Ichiro KOBAYASHI, Brain-Style Intelligence Research Group Creating the Brain, Brain Science Institute, RIKEN, Other

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Presentations 【 display / non-display

  • OCHADAI at SemEval-2022 Task 2: Adversarial Training for Multilingual Idiomaticity Detection

    Lis Kanashiro Pereira and Ichiro Kobayashi,, International, 2022.07, SemEval-2022: 15th International Workshop on Semantic Evaluation, The 2022 Conference of the North American Chapter of the Association for Computational Linguistics - Human Language Technologies (NAACL-HLT 2022),, Seattle, U.S.A, Not Invited, Coauthor

  • Attention-Focused Adversarial Training for Robust Temporal Reasoning

    Lis Kanashiro Pereira, Kevin Duh, Fei Cheng, Masayuki Asahara, and Ichiro Kobayashi,, International, 2022.06, The European Language Resources Association 2022,, Marseille, France, Not Invited, Coauthor

  • Comparison of Language Processing Active Areas by Estimating Brain Activities evoked by Listening and Reading

    Rikako Sumida, Hiroto Yamaguchi, Tomoya Nakai, Shinji Nishimoto and Ichiro Kobayashi, International, 2021.12, The 22nd International Symposium on Advanced Intelligent System (ISIS2021), Korea, Cheonglu, Not Invited, Coauthor

  • Continuous Transformation of Neural Language Syntactic Structure using Grammar Variational Autoencoder,

    Nozomi Origuchi and Ichiro Kobayashi,, International, 2021.12, The 22nd International Symposium on Advanced Intelligent System (ISIS2021), Korea, Cheonglu, Not Invited, Coauthor

  • BrainBERT: A Language Model Capturing the Correspondence between Brain Activities and Language

    Luo Ying and Ichiro Kobayashi, International, 2021.12, The 22nd International Symposium on Advanced Intelligent System (ISIS2021), Korea, Cheonglu, Not Invited, Coauthor

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Prize for Research Activities 【 display / non-display

  • Best Session Award

    The 22nd International Symposium on Advanced Intelligent Systems (ISIS2021), Nozomi Origuchi and Ichiro Kobayashi, Continuous Transformation of Neural Language Syntactic Structure using Grammar Variational Autoencoder, 2021.12, International

  • Best Presenation Award

    The 22nd International Symposium on Advanced Intelligent Systems (ISIS2021), Luo Ying and Ichiro Kobayashi,, BrainBERT: A Language Model Capturing the Correspondence between Brain Activities and Language,, 2021.12, International

  • Best Session Award

    The 22nd International Symposium on Advanced Intelligent Systems (ISIS2021), Eri Kuroda, Shinji Nishimoto, Satoshi Nishida, and Ichiro Kobayashi, A Deep Generative Model imitating Predictive Coding in the Human Brain, 2021.12, International

  • Honarable mention

    Workshop of SemEval 2021, ACL-IJCNL2021, Yuki Taya, Lis Kanashiro Pereira, and Ichiro Kobayashi, OCHADAI-KYODAI at SemEval-2021 Task 1: Enhancing Model Generalization and Robustness for Lexical Complexity Prediction, 2021.08, International

  • 学生奨励賞

    情報処理学会, 黒田彗莉, 予測を対象とする深層生成モデルを用いた実世界理解への取り組み, 2020.03, Domestic

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Industrial Property 【 display / non-display

  • Everyday Language Computing System and its Applications

    Michio Sugeno, Ichiro Kobayashi, Noriko Ito,Michiaki Iwazume, RIKEN, Michio Sugeno, Ichiro Kobayashi, Noriko Ito, Michiaki Iwazume