Jun Suzuki

Research Interests

Machine Learning mainly for Natural Language Processing

• Addressed natural language processing tasks
  • Question answering system
    • Question classification
    • Answer selection
  • Statistical machine translation
  • Sentiment analysis
  • Core Natural Language Processing Tasks
    • POS tagging
    • Chunking
    • Named entity recognition
    • Dependency parsing

• Research topics viewed from machine learning
  • Design of kernel functions suitable for NLP
  • Feature selection
  • Structured prediction / Structured learning
  • Maximal Figure-of-Merit training (aka Minimum error training)
  • Semi-supervised learning
  • Model size reduction
  • Dual Decomposition / Augmented Lagrangean methods / Alternating direction method of multipliers

Publications

• Journals
  
  
  • 18, Katsuhiko Hayashi, Jun Suzuki, Masaaki Nagata.
    Shift-reduce Spinal TAG Parsing with Dynamic Programming
    Transactions of the Japanese Society for Artificial Intelligence, Vol. 31, No. 2, (2016)
    [Abstract | Bib]
    
    
  • 17, Masaaki Nishino, Jun Suzuki, Shunji Umetani, Tsutomu Hirao, and Masaaki Nagata.
    Sequence Alignment as a Set Partitioning Problem
    Journal of Natural Language Processing,  to appear, in Japanese
    [Abstract | Bib]
    西野正彬, 鈴木潤, 梅谷俊治, 平尾努, 永田昌明.
    集合分割問題に基づく文アラインメントのモデル化と高速な求解法
    言語処理学会論文誌, to appear
    [Abstract | Bib]
    
    
  • 16, Tsutomu Hirao, Masaaki Nishino, Yasuhisa Yoshida, Jun Suzuki, Norihito Yasuda, Masaaki Nagata.
    Summarizing a Document by Trimming a Discourse Tree
    IEEE/ACM Transaction Audio Speech and Language Processing, Vol. 23, No. 11, pp. 2081-2092, 2015-11.
    [Abstract | Bib]
    
    
  • 15, Jun Suzuki.
    High-Performance Semi-Supervised Learning for Extremely Large Data and Features
    IIEEJ Transactions on Image Electronics and Visual Computing, Vol. 2 No. 2, pp. 122-133, 2014-12-15.
    [Abstract | Bib]
    
    
  • 14, Katsuhiko Hayashi, Katsuhito Sudoh, Hajime Tsukada, Jun Suzuki, and Masaaki Nagata.
    Incremental Word Re-Ordering and Article Generation: Its Application to Japanese-to-English Machine Translation
    Journal of Natural Language Processing, Vol. 21, No. 5, pp. 1037-1057, (2014), in Japanese
    [Abstract | Bib]
    林克彦, 須藤克仁, 塚田元, 鈴木潤, 永田昌明.
    単語並べ替えと冠詞生成の同時逐次処理法: 日英機械翻訳への応用
    言語処理学会論文誌, Vol. 21, No. 5, pp. 1037-1057, (2014)
    [Abstract | Bib]
    
    
  • 13, Masaaki Nishino, Norihito Yasuda, Tsutomu Hirao, Jun Suzuki, Masaaki Nagata.
    Lagrangian Relaxation for Scalable Text Summarization while Maximizing Multiple Objectives
    Transactions of the Japanese Society for Artificial Intelligence, Vol.28, No.5, pp.433-441, (2013)
    [Abstract | Bib]
    (reprint) Information and Media Technologies, Vol. 8, No. 4, pp. 1017-1025, (2013)
    [Abstract | Bib]
    
    
  • 12, Yoshihiko Suhara, Jun Suzuki, Seiji Susaki.
    Spam Detection Using Online Learning From Imbalanced Data with the Focus on False Positive Rate
    IPSJ Transactions on Databases (TOD), Vol. 6, No. 2, pp. 51-60, (2013), in Japanese
    [Abstract | Bib]
    数原良彦, 鈴木潤, 片岡良治.
    `不均衡データにおける偽陽性率に着目したスパム判別器のオンライン学習'.
    情報処理学会論文誌：データベース (TOD), Vol. 6, No. 2, pp. 51-60, (2013)
    [Abstract | Bib]
    
    
  • 11, Yoshihiko Suhara, Jun Suzuki, and Ryoji Kataoka.
    Robust Online Learning to Rank via Selective Pairwise Approach Based on Evaluation Measures
    Transactions of the Japanese Society for Artificial Intelligence, Vol.28, No.1, pp.22-33, (2013)
    [Abstract | Bib]
    (reprint) Information and Media Technologies, Vol. 8, No. 1, pp. 118-129, (2013)
    [Abstract | Bib]
    
    
  • 10, Hiroyuki Shindo, Tsutomu Hirao, Jun Suzuki, Akinori, Fujino, Masaaki Nagata.
    TripleEye: Mining Closed Itemsets with Minimum Length Thresholds based on Ordered Inclusion Tree
    IPSJ Transactions on Databases (TOD), Vol. 5, No. 3 pp. 15-25, (2012)
    [Abstract | Bib]
    
    
  • 9, Jun Suzuki, Hideki Isozaki, Masaaki Nagata.
    Learning High-performance Dependency Parsing Models by Large-scale Semi-supervised Learning
    IJSP Journal, Vol. 51, No. 11, pp. 1-14, (2011), in Japanese
    [Abstract | Bib]
     鈴木潤, 磯崎秀樹, 永田昌明.
    大規模データを用いた半教師あり学習による高精度係り受け解析モデルの学習
    情報処理学会論文誌. Vol. 51, No. 11, pp. 1-14, (2011)
    [Abstract | Bib]
    
    
  • 8, Jun Suzuki, Hideki Isozaki.
    Training Conditional Random Fields Based on Segment-Wise Maximum Figure-of-Merit Functions
    The IEICE Transactions (Japanese Edition), Vol. J94-D, No. 5, pp. 908-918, (2011), in Japanese
    [Abstract:Link to CiNii | Bib]
    鈴木潤, 磯崎秀樹.
    セグメント単位の評価指標最大化に基づく条件付確率場の学習
    電子情報通信学会論文誌, Vol. J94-D, No. 5, pp. 908-918, (2011)
    [Abstract:Link to CiNii | Bib]
    
    
  • 7, Tsutomu Hirao, Jun Suzuki, Hideki Isozaki.
    Automatic Summarization as a Combinatorial Optimization Problem
    Transactions of the Japanese Society for Artificial Intelligence, Vol. 24, No. 2, pp. 223-231, (2009), in Japanese
    [Abstract | Bib]
    平尾努, 鈴木潤, 磯崎秀樹.
    最 適化問題としての文書要約
    人工知能学会論文誌, Vol. 24, No. 2, pp. 223-231, (2009)
    [Abstract | Bib]
    
    
  • 6, Tsutomu Hirao, Jun Suzuki, Hideki Isozaki.
    A Syntax Free Approach for Sentence Compression
    IPSJ Transactions on Databases (TOD), Vol. 2, No. 1, pp. 1-9, (2009)
    [Abstract | Bib]
    平尾努, 鈴木潤, 磯崎秀樹.
    構文情報に依存しない文短縮手法
    情報処理学会論文誌：データベース（TOD）, Vol. 2, No. 1, pp. 1-9, (2009)
    [Abstract | Bib]
    
    
  • 5, Tsutomu Hirao, Jun Suzuki, Hideki Isozaki.
    A Discriminative Sentence Compression Method as Combinatorial Optimization Problem
    Transactions of the Japanese Society for Artificial Intelligence, Vol. 22, No. 6A, pp. 574-584, (2007), in Japanese
    [Abstract | Bib]
    平尾努, 鈴木潤, 磯崎秀樹.
    識 別学習による組合せ最適化問題としての文短縮手法
    人工知能学会論文誌, Vol. 22, No. 6A, pp. 574-584, (2007)
    [Abstract | Bib]
    
    
  • 4, Tsutomu Hirao, Jun Suzuki, Hideki Isozaki, Eisaku Maeda.
    Automatic Sentence Alignment for Monolingual Corpora
    IJSP Journal, Vol. 46, No. 10, pp. 2533-2545, (2005), in Japanese
    [Abstract | Bib]
    平尾努, 鈴木潤, 磯崎秀樹, 前田英作.
    単一言語コーパスにおける文の自動対応付け手法
    情報処理学会論文誌. Vol. 46, No. 10, pp. 2533-2545, (2005)
    [Abstract | Bib]
    
    
  • 3, Jun Suzuki, Yutaka Sasaki, and Eisaku Maeda.
    Hierarchical Directed Acyclic Graph Kernel
    Systems and Computers in Japan, Vol. 37, No. 10, pp. 58-68, (2006)
    [Abstract | Bib]
    鈴木潤, 佐々木裕, 前田英作.
    階層非循環有向グラフカーネル
    電子情報通信学会論文誌, Vol. J88-D2, No. 2, pp. 230-240, (2005)
    [Abstract:Link to CiNii | Bib]
    
    
  • 2, Yutaka Sasaki, Hideki Isozaki, Jun Suzuki, Koji Kokuryou, Tsutomu Hirao, Hideto Kazawa, Eisaku Maeda.
    SAIQA-II: A Trainable Japanese QA System with SVM
    IPSJ Journal, Vol. 45, No. 2, pp. 635-646, (2004), in Japanese
    [Abstract | Bib]
    佐々木裕, 磯崎秀樹, 鈴木潤, 国領弘治, 平尾努, 賀沢秀人, 前田英作.
    SVM を用いた学習型質問応答システムSAIQA-II
    情報処理学会論文誌, Vol. 45, No. 2, pp. 635-646, (2004)
    [Abstract | Bib]
    
    
  • 1, Jun Suzuki, Yutaka Sasaki, Eisaku Maeda.
    Question Type Classification Using Word Attribute N-gram and Statistical Machine Learning
    IPSJ Journal, Vol. 44, No. 11, pp. 2839-2853, (2003), in Japanese
    [Abstract | Bib]
    鈴木潤, 佐々木裕, 前田英作.
    単語属性N-gramと統計的機械学習による質問タイプ同定
    情報処理学会論文誌, Vol. 44, No. 11, pp. 2839-2853, (2003)
    [Abstract | Bib]
    
    
• (Refereed) International Conferences and Workshops
  
  AAAI | 2014
  IJCAI | 2016
  NIPS | 2003 | 2005
  ACL | 2003 | 2004 | 2005 | 2006 | 2008 | 2009 | 2011 | 2013 | 2015 | 2016
  NAACL:HLT | (2008) | (2011) | 2016
  EMNLP | 2007a | 2007b | 2009 | 2013 | 2014
  Coling | 2002 | 2004 | (2006)
  IJCNLP | 2008 | (2009) | 2011 | (2015)
  ECIR | 2013
  Interspeech | 2014
  
  
  • 2016
  • 30, Jun Suzuki, and Masaaki Nagata.
    Learning Compact NeuralWord Embeddings by Parameter Space Sharing
    In Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI-2016)
    [Abstract | Bib:Link to dblp]
  • 29, Jun Suzuki, and Masaaki Nagata.
    Right-truncatable Neural Word Embeddings
    In Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-2016)
    [Abstract | Bib | Download (Right-truncatable embedding vectors)]
  • 28, Masaaki Nishino, Jun Suzuki, and Masaaki Nagata.
    Phrase Table Pruning via Submodular Function Maximization
    In Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (ACL-2016)
    [Abstract | Bib]
    
    
  • 2015
    
  • 27, Jun Suzuki, and Masaaki Nagata.
    A Unified Learning Framework of Skip-Grams and Global Vectors
    In Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (ACL/IJCNLP 2015)
    [Abstract | Bib]
    
    
  • 2014
  • 26, Yasuhisa Yoshida, Jun Suzuki, Tsutomu Hirao, and Masaaki Nagata.
    Dependency-based Discourse Parser for Single-Document Summarization
    In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP 2014)
    [Abstract | Bib]
    
  • 25, Yotaro Kubo, Jun Suzuki, Takaaki Hori, and Atsushi Nakamura.
    Restructuring Output Layers of Deep Neural Networks via Minimum Risk Parameter Clustering
    In Proceedings of the 15th Annual Conference of the International Speech Communication Association (Interspeech 2014)
    [Abstract | Bib:Link to dblp]
  • 24, Jun Suzuki, and Masaaki Nagata.
    Fused Feature Representation Discovery for High-dimensional and Sparse Data
    In Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence (AAAI 2014)
    [Abstract | Bib]
    
    
  • 2013
  • 23, Jun Suzuki and Masaaki Nagata.
    Supervised Model Learning with Feature Grouping based on a Discrete Constraint
    In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (ACL 2013)
    [Abstract | Bib]
  • 22, Katsuhiko Hayashi, Katsuhito Sudoh, Hajime Tsukada, Jun Suzuki, and Masaaki Nagata.
    Shift-Reduce Word Reordering and Editing for Machine Translation
    In Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing (EMNLP 2013)
    [Abstract | Bib]
  • 21, Masaaki Nishino, Norihito Yasuda, Tsutomu Hirao, Jun Suzuki, and Masaaki Nagata.
    Text Summarization while Maximizing Multiple Objectives with Lagrangian Relaxation
    In Proceedings of 35th European Conference on IR Research (ECIR 2013)
    [Abstract | Bib]
    
    
  • 2012
  • 20, Norihito Yasuda, Masaaki Nishino, Tsutomu Hirao, Jun Suzuki, and Ryoji Kataoka.
    A Query-Focused Summarization Method that Guarantees the Inclusion of Query Words
    In Proceedings of 23rd International Workshop on Database and Expert Systems Applications (DEXA 2012)
    [Abstract | Bib:Link to ACM Digital Library]
    
    
  • 2011
  • 19, Kevin Duh, Jun Suzuki, and Masaaki Nagata.
    Distributed Learning to Rank on Streaming Data using Alternating Direction Method of Multipliers
    In Proceedings of NIPS Big Learning Workshop
    [Abstract | Bib]
  • 18, Jun Suzuki, Kevin Duh, and Masaaki Nagata.
    Distributed Minimum Error Rate Training of SMT using Particle Swarm Optimization
    In Proceedings of 5th International Joint Conference on Natural Language Processing (IJCNLP 2011)
    [Abstract | Bib]
  • 17, Jun Suzuki, Hideki Isozaki, and Masaaki Nagata.
    Learning Condensed Feature Representations from Large Unsupervised Data Sets for Supervised Learning
    In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies (ACL-HLT 2011)
    [Abstract | Bib]
    
    
  • 2009
  • 16, Jun Suzuki, Hideki Isozaki, Xavier, Carreras and Michael Collins.
    An Empirical Study of Semi-supervised Structured Conditional Models for Dependency Parsing
    In Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing (EMNLP 2009)
    [Abstract | Bib]
  • 15, Tsutomu Hirao, Jun Suzuki, and Hideki Isozaki.
    A Syntax-Free Approach to Japanese Sentence Compression
    In Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP (ACL-IJCNLP 2009)
    [Abstract | Bib]
    
    
  • 2008
  • 14, Jun Suzuki, and Hideki Isozaki.
    Semi-Supervised Sequential Labeling and Segmentation using Giga-word Scale Unlabeled Data
    In Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies (ACL-08:HLT)
    [Abstract | Bib]
  • 13, Akinori Fujino, Jun Suzuki, and Hideki Isozaki.
    Multi-label Text Categorization with Model Combination based on $F_1$-score Maximization
    In Proceedings of Third International Joint Conference on Natural Language Processing (IJCNLP 2008)
    [Abstract | Bib:Link to dblp]
    
    
  • 2007
  • 12, Jun Suzuki, Akinori Fujino, and Hideki Isozaki.
    Semi-Supervised Structured Output Learning based on a Hybrid Generative and Discriminative Approach
    In Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL 2007)
    [Abstract | Bib]
  • 11, Taro Watanabe, Jun Suzuki, Hajime Tsukada, and Hideki Isozaki.
    Online Large-Margin Training for Statistical Machine Translation
    In Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL 2007)
    [Abstract | Bib]
    
    
  • 2006
  • 10, Jun Suzuki, Erik McDermott, and Hideki Isozaki.
    Training Conditional Random Fields with Multivariate Evaluation Measures
    In Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics (COLING/ACL 2006)
    [Abstract | Bib]
  • 9, Norihito Yasuda, Tsutomu Hirao, Jun Suzuki, and Hideki Isozaki.
    Identifying Bloggers' Residential Area
    In Proc. of AAAI 2006 spring symposia
    [Abstract | Bib:Link to dblp]
    
    
  • 2005
  • 8, Jun Suzuki and Hideki Isozaki.
    Sequence and Tree Kernels with Statistical Feature Mining
    In Proceedings of the 19th Annual Conference on Neural Information Processing Systems (NIPS 2005)
    [Abstract | Bib]
  • 7, Taku Kudo, Jun Suzuki, and Hideki Isozaki.
    Boosting-based Parse Reranking with Subtree Features
    In Proceedings of the 43rd Annual Meeting of the Association for Computational Linguistics (ACL 2005)
    [Abstract | Bib]
    
    
  • 2004
  • 6, Tsutomu Hirao, Jun Suzuki, Hideki Isozaki, and Eisaku Maeda.
    Dependency-based Sentence Alignment for Multiple Document Summarization
    In Proceedings of the 20th International Conference on Computational Linguistics (COLING 2004)
    [Abstract | Bib]
  • 5, Jun Suzuki, Hideki Isozaki, and Eisaku Maeda,
    Convolution Kernels with Feature Selection for Natural Language Processing Tasks
    In Proceedings of the 42nd Meeting of the Association for Computational Linguistics (ACL 2004)
    [Abstract | Bib]
    
    
  • 2003
  • 4, Jun Suzuki, Yutaka Sasaki, and Eisaku Maeda.
    Kernels for Structured Natural Language Data
    In Proceedings of the 17th Annual Conference on Neural Information Processing Systems (NIPS 2003)
    [Abstract | Bib]
  • 3, Jun Suzuki, Hirotoshi Taira, Yutaka Sasaki, and Eisaku Maeda.
    Question Classification using HDAG Kernel
    In Proceedings of the ACL 2003 Workshop on Multilingual Summarization and Question Answering
    [Abstract | Bib]
  • 2, Jun Suzuki, Tsutomu Hirao, Yutaka Sasaki, and Eisaku Maeda.
    Hierarchical Directed Acyclic Graph Kernel: Methods for Structured Natural Language Data
    In Proceedings of the 41th Annual Meeting of Association for Computational Linguistics (ACL 2003)
    [Abstract | Bib]
    
    
  • 2002
  • 1, Jun Suzuki, Yutaka Sasaki, and Eisaku Maeda.
    SVM Answer Selection for Open-Domain Question Answering
    In Proceedings of the 19th International Conference on Computational Linguistics (COLING 2002)
    [Abstract | Bib:Link to dblp]

• Evaluation Workshops
  
  NIST MTeval | 2005 | 2006
  IWSLT | 2005 | 2006 | 2007 | 2008
  NTCIR | 2013 | 2014
  DUC | 2003 | 2004
  
  
  
  • 2014
  • 10, Akinori Fujino, Jun Suzuki, Tsutomu Hirao, Hisashi Kurasawa and Katsuyoshi Hayashi.
    SCT-D3 at the NTCIR-11 MedNLP-2 Task
    In Proceedings of the 11th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR11)
    [Abstract | Bib:Link to dblp]
    
    
  • 2013
  • 9, Katsuhito Sudoh, Jun Suzuki, Hajime Tsukada, Masaaki Nagata, Sho Hoshino and Yusuke Miyao.
    NTT-NII Statistical Machine Translation for NTCIR-10 PatentMT
    In Proceedings of the 10th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR10)
    [Abstract | Bib:Link to dblp]
    
    
  • 2008
  • 8, Katsuhito Sudoh, Taro Watanabe, Jun Suzuki, Hajime Tsukada, and Hideki Isozaki.
    NTT Statistical Machine Translation System for IWSLT 2008
    In Proceedings of International Workshop on Spoken Language Translation (IWSLT 2008)
    [Abstract | Bib:Link to dblp]
    
    
  • 2007
  • 7, Taro Watanabe, Jun Suzuki, Katsuhito Sudoh, Hajime Tsukada, Hideki Isozaki, and Masaaki Nagata.
    Larger Feature Set Approach for Machine Translation in IWSLT 2007
    In Proceedings of International Workshop on Spoken Language Translation (IWSLT 2007)
    [Abstract | Bib:Link to dblp]
    
    
  • 2006
  • 6, Taro Watanabe, Jun Suzuki, and Hajime Tsukada.
    NTT Statistical Machine Translation System
    The NIST 2006 Machine Translation Evaluation (MT Eval)
    [Abstract | Bib]
  • 5, Taro Watanabe, Jun Suzuki, Hajime Tsukada, and Hideki Isozaki.
    NTT Statistical Machine Translation for IWSLT 2006
    In Proceedings of International Workshop on Spoken Language Translation (IWSLT 2006)
    [Abstract | Bib:Link to dblp]
    
    
  • 2005
  • 4, Hajime Tsukada, Taro Watanabe, Jun Suzuki, Hideto Kazawa, and Hideki Isozaki.
    The NTT Statistical Machine Translation System for IWSLT2005
    In Proceedings of International Workshop on Spoken Language Translation (IWSLT 2005)
    [Abstract | Bib:Link to dblp]
  • 3, Hajime Tsukada, and Jun Suzuki.
    "NTT Site Report".
    The NIST 2005 Machine Translation Evaluation (MT Eval)
    [Abstract |Bib]
    
    
  • 2004
  • 2, Tsutomu Hirao, Jun Suzuki, Hideki Isozaki, and Eisaku Maeda.
    NTT'S Multiple Document Summarization System for DUC2004
    In Proceedings of the 4th Document Understanding Conference (DUC 2004)
    [Abstract | Bib]
    
    
  • 2003
  • 1, Tsutomu Hirao, Jun Suzuki, Hideki Isozaki, and Eisaku Maeda.
    NTT's Multiple Document Summarization System for DUC2003
    In Proceedings of the 3rd Document Understanding Conference (DUC 2003)
    [Abstract | Bib]

• Demonstrations
  
  
  • 2002
  • 2, Yutaka Sasaki, Kouji Kokuryou, Hideki Isozaki, Tsutomu Hirao, Jun Suzuki, and Eisaku Maeda.
    SAIQA-II: A Trainable Question Answering System
    In Demonstrations at Coling 2002.
    [Abstract | Bib]
  
  
  
• Technical Reviews
  
  
  • Masaaki Nagata, Katsuhito Sudoh, Jun Suzuki, Yasuhiro Akiba, Tsutomu Hirao, and Hajime Tsukada.
    Recent Innovations in NTT’s Statistical Machine Translation
    NTT Technical Review, Vol. 11, No. 12, (2013)
    [Abstract | Bib]
  • 永田昌明, 須藤克仁, 鈴木潤, 秋葉泰弘, 平尾努, 塚田元.
    革 新的発展期を迎えた統計翻訳
    NTT技術ジャーナル, Vol. 25, No. 9, (2013)
    [Abstract | Bib]
  • 塚田元, 渡辺太郎, 鈴木潤, 永田昌明, 磯崎秀樹.
    統 計的機械翻訳
    NTT技術ジャーナル, Vol. 19, No.6, (2007)
    [Abstract | Bib]
  • 前田英作, 磯崎秀樹, 佐々木裕, 賀沢秀人, 平尾努, 鈴 木潤.
    質問応答システム：SAIQA―何でも答える物知り博士
    NTT R&D, Vol. 52, No. 2, pp. 122-133, (2003)
    [Abstract | Bib]
    

• Invided Talks

• 8, NAACL 2016 ～会議概要と研究傾向分析～,
  第9回テキストマイニング・シンポジウム 国際会議報告 [Link], 2016/09/09
  [Slide]
• 7, Learning Compact Neural Word Embeddings by Parameter Space Sharing＋IJCAI-2016参加レポート,
  河原林ERATO グラフマイニング&WEB&AIセミナー, 2016/07/25
  [Slide]
• 6, 単語埋め込みベクトル獲得法の現状といくつかの考察,
  産総研人工知能セミナー 第7回AIセミナー 「自然言語処理のＡＩの最新動向」 [Link], 2016/06/21
  [Slide]
• 5, Supervised Model Learning with Feature Grouping based on a Discrete Constraint
  NII Shonan Meeting, Discrete Algorithms Meet Machine Learning [Link], 2013/08/10-13
  [Slide]
• 4,  大規模教師なしデータからの縮約素性表現学習
  名古屋地区NLPセミナー 第９回, 2011/08/03
  [Slide]
• 3, Semi-supervised Structured Output Learning using Giga-scale Unlabeled Data
  生命情報工学研究センター　セミナー講演, [Link], 2008/
  [Slide]
• 2, 半教師あり学習による分類法: -現状と自然言語処理への適用-
  言語処理学会第14回年次大会(NLP2008) チュートリアル [Link], 2008/03/17
  [Slide]
• 1, Semi-supervised Structured Output Learning
   Tokyo Forum on Advanced NLP and TM [Link], 2008/02/12,13
  [Slide]

Program comitee member for conferences and journals

ICML | 2016
AAAI | 2016 | 2017
AISTATS | 2017
ACL | 2006 | 2009 | 2011 | 2012 | 2014 | 2015 | 2016
NAACL:HLT | (2011) | 2013 | 2016
EACL | 2014
EMNLP | 2007 | 2012 | 2013 | 2014
COLING | (2006) | 2008 | 2012 | 2014
IJCNLP | (2009) | 2013 | (2015)
CICLing | 2011 |  2012 | 2015 | 2016
MLSP | 2011
CoNLL | (2007) | 2009 | 2011 | (2012)



• ACL 2016
• NAACL:HLT 2016
• CICLing 2016
• ICML 2016
• AAAI 2016
• CL Journal (Editorial Board, 2015, 2016, 2017).
• ACL-IJCNLP 2015   Machine Learning track
• CICLing 2015
• EMNLP 2014
  
• COLING 2014   Machine Learning for CL and NLP
• ACL 2014   Machine Learning for Language Processing
• EACL 2014   Syntax/Parsing
• IJCNLP 2013   POS Tagging and Parsing
• EMNLP 2013
• NAACL:HLT 2013
• Coling 2012
• CICLing 2012
• ACL 2012
• EMNLP-CoNLL 2012 Machine Learning
• MLSP 2011
• CICLing-2011
• ACL:HLT 2011
• CoNLL 2011
• CoNLL 2009
• ACL-IJCNLP 2009  Area Chair: Statistical Machine Learninig Methods, Session Chair: Statistical Machine Learninig Methods 1
• Semi-supervised Learning in Natural Language Processing (NAACL 2009 workshop)
  
• COLING 2008  (Information Retrieval text and web mining multimedia area)
• EMNLP-CoNLL 2007 (Parsing area)
• ACL/COLING-2006 (Machine learning methods area)