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Fitting determinantal point processes to macro base station ...
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由 Y Li 著作2014被引用 37 次 — We use determinantal point process (DPP) models to study the repulsiveness among macro base stations observed in cellular networks. Three DPP models are fitted ...
[PDF] Fitting determinantal point processes to macro base station ...
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Based on performance metrics including the K-function, the L-function and coverage probability, DPP models are shown to be accurate in modeling real BS ...
Statistical Modeling and Probabilistic Analysis of Cellular ...
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2024年10月22日 — Determinantal point processes represent a repulsive feature of points in space and have also been considered as location models of base stations ...
Yingzhe Li
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Fitting determinantal point processes to macro base station deployments. Y Li, F Baccelli, HS Dhillon, JG Andrews. 2014 IEEE global communications conference ...
Statistical Modeling and Probabilistic Analysis of Cellular ...
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由 Y Li 著作2014被引用 125 次 — The present paper proposes the use of determinantal point process (DPP) to take into account these correlations; in particular the repulsiveness ...
Determinantal thinning of point processes with network learning ...
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Models based on determinantal point processes are also well suited for statistical (supervised) learning techniques, allowing the models to be fitted to ...
arXiv:2409.05468v1 [stat.AP] 9 Sep 2024
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由 Q Gontier 著作2024被引用 3 次 — This article is intended to be a short guide presenting a complete and simple methodology to follow to infer a real stationary macro antenna ...
Characterization of base station deployment distribution and ...
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由 H Zhang 著作2021被引用 3 次 — In order to find an accurate point distribution model, the repulsive BS deployment dataset is statically modelled according to the spatial point ...
Statistical Modeling and Probabilistic Analysis of Cellular ...
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Fitting determinantal point processes to macro base station deployments · Yingzhe LiF. BaccelliHarpreet S. DhillonJ. Andrews. Computer Science, Engineering.
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Baccelli, H. S. Dhillon, and J. G. Andrews, Fitting determinantal point processes to macro base station deployments, Proc. IEEE GLOBECOM2014, 2014. URL ...