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• W3121025110 abstract "Lasso and Dantzig selector are standard procedures able to perform variable selection and estimation simultaneously. This paper is concerned with extending these procedures to spatial point process intensity estimation. We propose adaptive versions of these procedures, develop efficient computational methodologies and derive asymptotic results for a large class of spatial point processes under an original setting where the number of parameters, i.e. the number of spatial covariates considered, increases with the expected number of data points. Both procedures are compared theoretically, in a simulation study, and in a real data example." @default.
• W3121025110 created "2021-01-18" @default.
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• W3121025110 date "2023-08-01" @default.
• W3121025110 modified "2023-10-18" @default.
• W3121025110 title "Adaptive lasso and Dantzig selector for spatial point processes intensity estimation" @default.
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• W3121025110 doi "https://doi.org/10.3150/22-bej1523" @default.
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