602 citations
- The Institute of Statistical MathematicsJP23 papers
- National Institute of InformaticsJP22 papers
- The Graduate University for Advanced Studies, SOKENDAIJP15 papers
- The University of TokyoJP14 papers
- National Institute for Materials ScienceJP6 papers
- Massachusetts Institute of TechnologyUS4 papers
- Shinshu UniversityJP4 papers
- Chinese Academy of SciencesCN3 papers
- Japan Atomic Energy AgencyJP3 papers
- Kanagawa UniversityJP3 papers
- National Institute of Polar ResearchJP3 papers
- Waseda UniversityJP3 papers
Showing 2017 · stat.MLShow all
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stat.ML2017★ 19 cited
Kernel method for persistence diagrams via kernel embedding and weight factor
Genki Kusano, Kenji Fukumizu, Yasuaki Hiraoka
Topological data analysis is an emerging mathematical concept for characterizing shapes in multi-scale data. In this field, persistence diagrams are widely used as a descriptor of…
stat.ML2017★ 7 cited
Trimmed Density Ratio Estimation
Song Liu, Akiko Takeda, Taiji Suzuki +1
Density ratio estimation is a vital tool in both machine learning and statistical community. However, due to the unbounded nature of density ratio, the estimation procedure can be…