Approximate Model Selection with Guarantees

有保证的近似模型选择

• 批准号: 17K12745
• 负责人: Le Tam
• 金额: $ 2.58万
• 依托单位: Institute of Physical and Chemical Research
• 依托单位国家: 日本
• 项目类别: Grant-in-Aid for Young Scientists (B)
• 财政年份: 2017
• 资助国家: 日本
• 起止时间: 2017-04-01 至 2020-03-31
• 项目状态: 已结题
• 来源: https://kaken.nii.ac.jp/en/grant/KAKENHI-PROJECT-17K12745/
• 关键词: model selection; safe screening; models with complex data; probability measures; Fisher information; Optimal transport; Tree-Wasserstein; Kernel; Safe grid search; Model selection; Geometric data; Topological data; Tree structure; Geometrical

项目成果

Safe Grid Search with Optimal Complexity

• 发表时间: 2018-10
• 期刊: ArXiv
• 作者: Eugène Ndiaye;Tam Le;Olivier Fercoq;J. Salmon;I. Takeuchi

GridSearch: Complexite et Garantie pour la Validation (GridSearch: Complexity and Guarantee for Validation)

GridSearch：Complexite et Garantie pour la Validation（GridSearch：验证的复杂性和保证）

• 发表时间: 2018
• 作者: Eugene Ndiaye;Tam Le;Olivier Fercoq;Joseph Salmon;Ichiro Takeuchi
• 通讯作者: Ichiro Takeuchi

Tree-Sliced Variants of Wasserstein Distances

• 发表时间: 2019-02
• 期刊: Digital Journalism
• 影响因子: 5.4
• 作者: Tam Le;M. Yamada;K. Fukumizu;Marco Cuturi

Topological Bayesian Optimization with Persistence Diagrams

• DOI: 10.3233/faia200255
• 发表时间: 2019-02
• 期刊: ArXiv
• 作者: T. Shiraishi;Tam Le;H. Kashima;M. Yamada

Persistence Fisher Kernel: A Riemannian Manifold Kernel for Persistence Diagrams

• 发表时间: 2018-02
• 期刊: Journal of controlled release : official journal of the Controlled Release Society
• 作者: Tam Le;M. Yamada