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Jun-ichi Takeuchi

Papers on DiSC'03


A Unifying Framework for Detecting Outliers and Change Points from Non-stationary Time Series Data

Publications


Note: Links lead to the DBLP on the Web.

Jun-ichi Takeuchi

9 Kenji Yamanishi , Jun-ichi Takeuchi: A unifying framework for detecting outliers and change points from non-stationary time series data. KDD 2002 : 676-681

8 Kenji Yamanishi , Jun-ichi Takeuchi: Discovering outlier filtering rules from unlabeled data: combining a supervised learner with an unsupervised learner. KDD 2001 : 389-394

7 Kenji Yamanishi , Jun-ichi Takeuchi, Graham J. Williams , Peter Milne : On-line unsupervised outlier detection using finite mixtures with discounting learning algorithms. KDD 2000 : 320-324

6 Jun-ichi Takeuchi, Naoki Abe , Shun-ichi Amari : The Lob-Pass Problem. JCSS 61 (3): 523-557 (2000)

5 Atsuyoshi Nakamura , Jun-ichi Takeuchi, Naoki Abe : Efficient Distribution-Free Population Learning of Simple Concepts. Annals of Mathematics and Artificial Intelligence 23 (1-2): 53-82 (1998)

4 Atsuyoshi Nakamura , Naoki Abe , Jun-ichi Takeuchi: Efficient Distribution-free Population Learning of Simple Concepts. AII/ALT 1994 : 500-515

3 Naoki Abe , Jun-ichi Takeuchi: The "lob-pass" Problem and an On-line Learning Model of Rational Choice. COLT 1993 : 422-428

2 Jun-ichi Takeuchi: Some Improved Sample Complexity Bounds in the Probabilistic PAC Learning Model. ALT 1992 : 208-219

1 Naoki Abe , Manfred K. Warmuth , Jun-ichi Takeuchi: Polynomial Learnability of Probabilistic Concepts with Respect to the Kullback-Leibler Divergence. COLT 1991 : 277-289




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