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Kobayashi Ichiro
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Research Keywords 【 display / non-display 】
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Language processing, Intelligent information processing, Verbalization, Brain decoding, Latent semantic analysis, Text processing, Robotics
Research Pursuits 【 display / non-display 】
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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 】
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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.
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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 】
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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 】
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Musashi Institute of Technology, Department of Engineering, Electric and Electronics Engineering, University, 卒業, Japan
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Tokyo Institute of Technology, Systems Science, Graduate School(Master's Course), 修了, Japan
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Tokyo Institute of Technology, Systems Science, Graduate School(Doctor's Course), 修了, Japan
Campus Career 【 display / non-display 】
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Graduate School of Humanities and Sciences, Research Organization, the Core Section The Natural/Applied Sciences Division, Professor, 2012.04 - 2015.03
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Faculty of Core Research Natural Sciences Division, Professor, 2015.04 -
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Graduate School of Humanities and Sciences, Education Organization, Doctral Program Advanced Sciences, 2012.04 - 2015.03
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Graduate School of Humanities and Sciences, Education Organization, Doctral Program Advanced Sciences, 2015.04 -
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Graduate School of Humanities and Sciences, Education Organization, Master's Program Advanced Sciences, 2012.04 - 2015.03
External Career 【 display / non-display 】
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National Institute of Advanced Industrial Science and Technology Artificial Intelligence Research Center, Visiting researcher, 2017.08 -
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German Research Center for Artificial Intelligence Intelligent User Interfaces, Research Fellow, 2007.05 - 2007.09
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RIKEN Brain Research Center, Research Fellow, 2001.04 - 2005.03
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Stanford University Center for the Study of Language and Information, Research Fellow, 2007.09 - 2008.03
Research Field 【 display / non-display 】
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Informatics / Informatics / Intelligent informatics
Class management data 【 display / non-display 】
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2024
Books 【 display / non-display 】
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コンピュータが考える
サイエンス社, 2022, 小林 一郎, Textbook, survey, introduction
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The components and structure of the context base, a database for computer text generation
Equinox2013.03, Yusuke Takahashi,Ichiro Kobayashi,Michiaki Iwazume, Scholarly book
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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, Report, 325-353
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Abstract tools and technologies of learning: an evolving partnership
Springer2009.04, David Butt,Ichiro Kobayashi,Makoto Sasaki, Scholarly book
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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, Report, 11-31
Papers 【 display / non-display 】
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「過去」「未来」を主題とする作文の分析
計量国語学会, , 2023.06, 浅原正幸、川さき采香、上原泉、酒井裕、須藤百香、谷口巴、小林一郎、越智綾子、鈴木彩香, Original, Research paper (scientific journal), Coauthor
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Towards Question Answering with Multi-hop Reasoning and Calculation over Knowledge using a Neural Network Model with External Memories
Journal of Advanced Computational Intelligence and Intelligent Informatics, , 2023, Yuri Murayama and Ichiro Kobayashi, Original, Research paper (scientific journal), Coauthor
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動詞固有意味役割ラベルを使用した制御可能なEnd-to-End画像キャプショニング
情報処理学会論文誌, Vol.63, No.12, pp.1884-1894 (2022-12-15), , 2022.12, 熊谷 香織, 高木 基宏, 近藤 重邦, 青野 裕司, 小林 一郎, Original, Research paper (scientific journal), Coauthor
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“ A Study on Stochastic Variational Inference for Topic Modeling with Word Embeddings
Computaci´on y Sistemas, , vol.26(3)(p.1225 - 1232), 2022, Kana Ozaki, Ichiro Kobayashi, Original, Research paper (scientific journal), Coauthor
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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
Published Article 【 display / non-display 】
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合同研究会2018 開催報告
人工知能学会誌, vol.34(p.245 - 252), 2019.03, 上田晴康, 加藤恒昭, 斎藤博昭, 櫻井祐子, 小林一郎, Original, Coauthor, Accepted, Other
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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, 小林一郎, Original, Single Author, Except for reviews, Book review, literature introduction, etc.
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合同研究会2017開催報告
人工知能学会誌, vol.33(2)(p.223 - 230), 2018.03, 小林一郎、加藤恒昭、上田晴康, Original, Coauthor, Except for reviews, Meeting report
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WCCI2010 report
2010, Ichiro Kobayashi, Single Author, Article, review, commentary, editorial, etc. (scientific journal)
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Language, Research, and Education
Journal of Japanese Society for Artificial Intelligence, 2008, 小林一郎, Article, review, commentary, editorial, etc. (scientific journal)
Review Papers 【 display / non-display 】
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学会誌「情報処理」
情報処理学会, vol.59(8), 2018.08, 先生、質問です！, Other, Individual
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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, 小林一郎, Other, Individual
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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
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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
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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
Presentations 【 display / non-display 】
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A Subspace-Based Analysis of Structured and Unstructured Representations in Image Text Retrieval
Erica K. Shimomoto, Edison Marrese-Taylor, Hiroya Takamura, Ichiro Kobayashi, and Yusuke Miyao, International, 2022.12, , In Proceedings of the The First Unimodal and Multimodal Induction of Linguistic Structures Workshop, Not Invited, Coauthor
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表データの注目すべき特徴について述べるテキストの生成
村山友理、石垣達也、上原由衣、宮尾祐介、高村大也、小林一郎, Domestic, 2023.06, , 2023 年度人工知能学会全国大会（第 37 回）, 熊本, Not Invited, Coauthor
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文法変分自己符号化器を用いた機能を融合する発達型人工神経回路網開発
岩井遥, 小林一郎, Domestic, 2023.06, , 2023 年度人工知能学会全国大会（第 37 回）, 熊本, Not Invited, Coauthor
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データからの言語生成におけるスタイルと内容の分離
濱園侑美、上原由衣、石垣達也、宮尾祐介、高村大也、小林一郎, Domestic, 2023.06, , 2023 年度人工知能学会全国大会（第 37 回）, 熊本,, Not Invited, Coauthor
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理由を表す手がかり表現に基づく非論理的な言語推論
張 辰聖子、持橋大地、小林一郎, Domestic, 2023.06, , 2023 年度人工知能学会全国大会（第 37 回）, 熊本, Not Invited, Coauthor
Prize for Research Activities 【 display / non-display 】
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Best Paper Award
Joint 12th International Conference on Soft Computing and Intelligent Systems and 23rd International Symposium on Advanced Intelligent Systems (SCIS&I, Chihiro Maru Boris Brandherm Ichiro Kobayashi, Combining Transformer with a Discriminator for Anomaly Detection in Multivariate Time Series, 2022.11, International, Award from international society, conference, symposium, etc.
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2022人工知能学会全国大会大会優秀賞
人工知能学会, 渡邊清子 小林一郎, ペン先の軌跡から説明者の意図を反映した画像キャプション生成, 2022.07, Domestic, Award from Japanese society, conference, symposium, etc.
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学生奨励賞
情報処理学会第84回全国大会, 黒田彗莉、小林一郎, 予測符号化を模倣する深層生成学習モデル構築に向けた基礎的検討, 2022.03, Domestic
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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
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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
Industrial Property 【 display / non-display 】
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日常言語コンピューティングシステムおよびその方法
菅野道夫、小林一郎、伊藤紀子、岩爪道昭, 理化学研究所、菅野道夫、小林一郎、伊藤紀子、岩爪道昭
Receipt of outside funds (Education, Research, Contribution to Society and industry-academia[government] collaboration) 【 display / non-display 】
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Grant-in-Aid for Scientific Research(C), 小林 一郎, 2023
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学術変革領域研究B, Daichi Mochihashi, Ichiro Kobayashi, 2023, 900Thousand yen
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Grant-in-Aid for Scientific Research(B)2023
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学術国際交流事業 2022, 1,900Thousand yen
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Grant-in-Aid for Scientific Research on Innovative Areas (Research in a proposed research area)2022, 9,900Thousand yen
Contributions as an officer, member, etc., of an academic society 【 display / non-display 】
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2011.04 - 2012.03，Committee Member, Domestic
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2010.04 - 2012.03，Committee Member, Domestic
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2010.04 - 2012.03，Committee Member, Domestic
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2009.04 - 2010.03，Committee Member, Domestic
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2007.01 - 2009.03，Committee Member, Domestic
Open lectures; lectures, courses, and seminars; guest lectures; etc. 【 display / non-display 】
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自然言語処理における時間を捉えるアプローチについて
2021.07, 新学術「時間生成学」
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人工知能の知：機械学習を用いた脳内情報解読と脳機能解明へ向けた取り組み
2020.08, 第40回日本脳外科コングレス
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機械学習を用いた脳内情報解読と脳機能解明へ向けた取り組み
2019.09, 第22回認知神経心理学研究会
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第45回人工知能セミナー「心が通じるインターフェースの実現を目指して」 日常言語コンピューティング概要
2003.12, 人工知能学会
Media coverage, appearances, commentary, etc. 【 display / non-display 】
- 日本経済新聞
2023.02.06, 日本経済新聞社
- 日経産業新聞
2023.02.03, 日本経済新聞社
- NHKニュースほっと関西
2016.09.23