データマイニング (data mining; DM) と機械学習 (machine learning; ML) とリンク解析 (link analysis; LA) に関する談話会.
日時
I, II 期
- 火曜 17:00-18:30 進捗報告・文献紹介など
- 金曜 15:10-16:40 輪読 Hastie et al. Elements of Statistical Learning, 2nd ed.
III, IV 期
- 火曜、金曜 15:10-16:40 進捗報告・文献紹介など
場所
- A707
履歴
前期
2009-04-14 (火) 分担決定
- 分担者・スケジュールの決定
2009-04-21 (火) 東
- 進捗報告
2009-04-28 (火) 小町 / 東
- 進捗報告
2009-05-12 (火) 原 / 木村
- 進捗報告
2009-05-26 (火) 渡邉
- 文献紹介
Ronan Collobert and Jason Weston.
A Unified Architecture for Natural Language Processing: Deep Neural Networks with Multitask Learning
In Proceedings of ICML 2008.
2009-06-02 (火) 木村
- 文献紹介
Alessandro Moschitti
Making tree kernels practical for natural language learning
In Proc. EACL '06
2009-06-09 (火) 鈴木
- 進捗報告
2009-06-16 (火) 原 (D-Lec)
- 機械学習入門
2009-06-23 (火) 松本
- 文献紹介
Sven Helmer
Measuring the structural similarity of semistructured documents using entropy
In Proc. VLDB 2007, pp.1022-1032
2009-06-30 (火) 東
- 進捗報告
2009-07-07 (火) 新保
- 文献紹介
J. Kunegis and A. Lommatzsch
Learning spectral graph transformations for link analysis
In Proc. 26th ICML, 2009
2009-07-14 (火) 渡邉
- 文献紹介
André F. T. Martins, Noah A. Smith, and Eric P. Xing.
Concise integer linear programming formulations for dependency parsing
In Proc. of ACL 2009.
2009-07-21 (火) 木村
- 文献紹介
Sharad Goel and John Langford and Alexander L. Strehl.
Predictive indexing for fast search.
In Proc. NIPS 2008
2009-07-28 (火) 鈴木
- 文献紹介
JV Davis, B Kulis, P Jain, S Sra, IS Dhillon.
Information-theoretic metric learning.
In Proc. ICML 2007
後期
2009-11-06 (金) 新保
- 文献紹介
Y. Weiss, A. Torralba, and R. Fergus.
Spectral hashing.
In Proc. NIPS 2008.
2009-11-10 (火) 東
- 文献紹介
Y. Singer and R. Schapire,
Improved boosting algorithms using confidence-rated predictions.
In Proceedings of COLT, 1998.
2009-11-13 (金) 木村
- 進捗報告?
2009-11-17 (火) 小町
- 文献紹介
Hinrich Schuetze and Michael Walsh.
A graph-theoretic model of lexical syntactic acquisition.
In Proc. EMNLP, 2008.
2009-11-20 (金) 原
- 文献紹介
Daniel Roy, Charles Kemp, Vikash Mansinghka, and Josh Tenenbaum.
Learning annotated hierarchies from relational data.
In Proc. NIPS 2006.
2009-11-24 (火) 坂井
- 進捗報告
2009-11-27 (金) 小嵜
- 文献紹介
D. Zhou, J. Huang, and B. Scholkopf.
Learning with hypergraphs: clustering, classification, and embedding.
In Proc. NIPS 2006.
2009-12-01 (火) 柿澤
- 進捗報告
2009-12-04 (金) 鈴木
- 文献紹介
Deng Cai, Xiaofei He, Wei Vivian Zhang, and Jiawei Han.
Regularized locality preserving indexing via spectral regression.
In Proc. CIKM, 2007.
2009-12-18 (金) 持橋 (NTT CS研)
- 文献紹介
Amit Gruber, Michal Rosen-Zvi, and Yair Weiss.
Latent topic models for hypertext.
In Proc. Uncertainty in AI 2008, pp. 230-239.
2010-01-12 (火) 東
- 進捗報告
2010-01-15 (金) 小町
- 公聴会練習
2010-01-20 (水) 木村
- 公聴会練習
2010-01-22 (金) 東
- 文献紹介
Mehryar Mohri
Semiring Frameworks and Algorithms for Shortest-Distance Problems.
Journal of Automata, Languages and Combinatorics, 7(3):321-350, 2002.
2010-01-26 (火) 原
- 文献紹介
Rie Kubota Ando and Tong Zhang.
Two-view feature generation model for semi-supervised learning.
In Proc. ICML 2007.
2010-01-29 (金) 新保
- 文献紹介
Shohei Hido and Hisashi Kashima.
A linear-time graph kernel.
In Proc. ICDM, 2009.
2010-02-02 (火) 鈴木
- 文献紹介
L. Specia, A. Srinivasan, S. Joshi, G. Ramakrishnan, and M. das Gracas Volpe Nunes.
An investigation into feature construction to assist word sense disambiguation.
Machine Learning, 76:109-136 (2009).
2010-02-05 (金) 柿澤
- 文献紹介
Stijn De Saeger, Kentaro Torisawa, Jun'ichi Kazama, Kow Kuroda, and Masaki Murata.
Large Scale Relation Acquisition Using Class Dependent Patterns.
In Proc. ICDM, 2009.
2010-02-09 (火) 坂井
- 文献紹介
Qinfeng Shi, James Petterson,Gideon Dror,John Langford, Alex Smola, Alex Strehl,Vishy Vishwanathan.
Hash Kernels.
In Proc. Twelfth International Conference on Artificial Intelligence and Statistics. Florida, April 14-19, 2009.
2010-02-16 (火) 坂井
- 文献紹介
Kilian Q. Weinberger, Anirban Dasgupta, Josh Attenberg, John Langford, Alex J. Smola,
Feature hashing for large scale multitask learning.
In Proc. ICML, 2009.
2010-02-19 (金) 小町
- 文献紹介
Roman Yangarber.
Counter-training in discovery of semantic patterns.
In Proc. ACL, 2003.
2010-02-23 (火) 坂井
- 文献紹介
Xiaofei He and Partha Niyogi,
Locality Preserving Projections.
In Proc. NIPS, 2003.
2010-02-26 (金) 新保
- Matrix-tree theorems の解説
2010-03-02 (火) 坂井
- 文献紹介
Percy Liang and Dan Klein,
Online EM for Unsupervised Models.
In Proc. NAACL, 2009.
2010-03-16 (火) 坂井
- 文献紹介
Mark Dredze, Koby Crammer and Fernando Pereira. Confidence-Weighted Linear Classification
In Proceedings of the 25th International Conference on Machine Learning (ICML), 2008.
http://webee.technion.ac.il/people/koby/publications/icml08_variance.pdf
2010-03-19 (金) 原・小嵜
- 文献紹介 (原)
Radovanovic, Milos and Nanopoulos, Alexandros and Ivanovic, Mirjana
Nearest neighbors in high-dimensional data: the emergence and influence of hubs
In Proc. 26th International Conference on Machine Learning (ICML), 2009
- 文献紹介 (小嵜)
Tony Jebara, Jun Wang, and Shih-Fu Chang
Graph construction and b-matching for semi-supervised learning
In Proc. 26th ICML, 2009
2010-03-23 (火) 坂井
- 文献紹介
Koby Crammer, Alex Kulesza and Mark Dredze
Adaptive Regularization Of Weight Vectors
In NIPS, 2009.
2010-03-30 (火) 坂井
- 文献紹介
A. Broder and M. Mitzenmacher
Network applications of Bloom filters: a survey
Internet Mathematics, Vol. 1, No. 4, pp. 485-509.