Set-Valued Recursions Arising from Vantage-Point Trees.

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Title: Set-Valued Recursions Arising from Vantage-Point Trees.
Authors: Dong, Congzao1 (AUTHOR) czdong@xidian.edu.cn, Marynych, Alexander2,3 (AUTHOR) marynych@knu.ua, Molchanov, Ilya4 (AUTHOR) ilya.molchanov@unibe.ch
Source: Discrete & Computational Geometry. Jun2026, Vol. 75 Issue 4, p1134-1150. 17p.
Subjects: Convex bodies, Data structures, Polyhedra, Limit theorems, Markov processes, Vector spaces
Abstract: We study vantage-point trees constructed using an independent sample from the uniform distribution on a fixed convex body K in (R d , ‖ · ‖) , where ‖ · ‖ is an arbitrary norm on R d . We prove that a sequence of sets, associated with the left boundary of a vantage-point tree, forms a recurrent Harris chain on the space of convex bodies in (R d , ‖ · ‖) . The limiting object is a ball polyhedron, that is, an a.s. finite intersection of closed balls in (R d , ‖ · ‖) of possibly different radii. As a consequence, we derive a limit theorem for the length of the leftmost path of a vantage-point tree. [ABSTRACT FROM AUTHOR]
Copyright of Discrete & Computational Geometry is the property of Springer Nature and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
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  Data: Set-Valued Recursions Arising from Vantage-Point Trees.
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  Data: We study vantage-point trees constructed using an independent sample from the uniform distribution on a fixed convex body K in (R d , ‖ · ‖) , where ‖ · ‖ is an arbitrary norm on R d . We prove that a sequence of sets, associated with the left boundary of a vantage-point tree, forms a recurrent Harris chain on the space of convex bodies in (R d , ‖ · ‖) . The limiting object is a ball polyhedron, that is, an a.s. finite intersection of closed balls in (R d , ‖ · ‖) of possibly different radii. As a consequence, we derive a limit theorem for the length of the leftmost path of a vantage-point tree. [ABSTRACT FROM AUTHOR]
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  Data: <i>Copyright of Discrete & Computational Geometry is the property of Springer Nature and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.)
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        Value: 10.1007/s00454-024-00714-1
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      – SubjectFull: Data structures
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      – SubjectFull: Polyhedra
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      – SubjectFull: Markov processes
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      – TitleFull: Set-Valued Recursions Arising from Vantage-Point Trees.
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              Text: Jun2026
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              Y: 2026
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