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Mar 29, 2013 · ParceLiNGAM: A causal ordering method robust against latent confounders. Tatsuya Tashiro, Shohei Shimizu, Aapo Hyvarinen, Takashi Washio. We consider learning a causal ordering of variables in a linear non-Gaussian acyclic model called LiNGAM. Several existing methods have been shown to consistently estimate a causal ordering assuming that all ...
- Tatsuya Tashiro, Shohei Shimizu, Aapo Hyvarinen, Takashi Washio
- arXiv:1303.7410 [stat.ML]
- 2013
- Machine Learning (stat.ML)
Jan 1, 2014 · Abstract. We consider learning a causal ordering of variables in a linear nongaussian acyclic model called LiNGAM. Several methods have been shown to consistently estimate a causal ordering assuming that all the model assumptions are correct. But the estimation results could be distorted if some assumptions are violated. In this letter, we propose a new algorithm for learning causal orders ...
- Tatsuya Tashiro, Shohei Shimizu, Aapo Hyvärinen, Takashi Washio
- 2014
Jan 13, 2011 · Structural equation models and Bayesian networks have been widely used to analyze causal relations between continuous variables. In such frameworks, linear acyclic models are typically used to model the data-generating process of variables. Recently, it was shown that use of non-Gaussianity identifies the full structure of a linear acyclic model, i.e., a causal ordering of variables and their ...
- Shohei Shimizu, Takanori Inazumi, Yasuhiro Sogawa, Aapo Hyvarinen, Yoshinobu Kawahara, Takashi Washi...
- arXiv:1101.2489 [stat.ML]
- 2011
- Machine Learning (stat.ML)
Takashi Washio, Jun Luo: Emerging Trends in Knowledge Discovery and Data Mining - PAKDD 2012 International Workshops: DMHM, GeoDoc, 3Clust, and DSDM, Kuala Lumpur, Malaysia, May 29 - June 1, 2012, Revised Selected Papers. Lecture Notes in Computer Science 7769, Springer 2013, ISBN 978-3-642-36777-9 [contents] 2012.
Oct 8, 2013 · Europe PMC is an archive of life sciences journal literature.
First name: Takashi Family name: Washio Sex: Male Personal Hobby: Sking. Office address: The Institute of Scientific and Industrial Research Osaka University 8-1 Mihogaoka, Ibaraki, Osaka, 567 Japan Telephone: +81-6-6879-8540 Fax: +81-6-6879-8544 Email: washio (at)ar.sanken.osaka-u.ac.jp. Qualification: Doctor of Engineering Position: Professor.
Jul 2, 2019 · Download a PDF of the paper titled Isolation Kernel: The X Factor in Efficient and Effective Large Scale Online Kernel Learning, by Kai Ming Ting and Jonathan R. Wells and Takashi Washio Download PDF Abstract: Large scale online kernel learning aims to build an efficient and scalable kernel-based predictive model incrementally from a sequence ...
