The problem of the evaluation and estimation of the mean density of random closed sets in Rd with integer Hausdorff dimension 0 < n < d, is of great interest in many different scientific and technological fields. Among the estimators of the mean density available in literature, the so-called “Minkowski content”-based estimator reveals its benefits in applications in the non-stationary cases. We introduce here a multivariate version of such estimator, and we study its asymptotical properties by means of large and moderate deviation results. In particular we prove that the estimator is strongly consistent and asymptotically Normal. Furthermore we also provide confidence regions for the mean density of the involved random closed set in m ≥ 1 distinct points x1, . . . , xm ∈ Rd.

Camerlenghi, F., Macci, C., Villa, E. (2016). Asymptotic results for multivariate estimators of the mean density of random closed sets. ELECTRONIC JOURNAL OF STATISTICS, 10(2), 2066-2096 [10.1214/16-EJS1159].

Asymptotic results for multivariate estimators of the mean density of random closed sets

MACCI, CLAUDIO;
2016-01-01

Abstract

The problem of the evaluation and estimation of the mean density of random closed sets in Rd with integer Hausdorff dimension 0 < n < d, is of great interest in many different scientific and technological fields. Among the estimators of the mean density available in literature, the so-called “Minkowski content”-based estimator reveals its benefits in applications in the non-stationary cases. We introduce here a multivariate version of such estimator, and we study its asymptotical properties by means of large and moderate deviation results. In particular we prove that the estimator is strongly consistent and asymptotically Normal. Furthermore we also provide confidence regions for the mean density of the involved random closed set in m ≥ 1 distinct points x1, . . . , xm ∈ Rd.
2016
Pubblicato
Rilevanza internazionale
Articolo
Esperti anonimi
Settore MAT/06 - PROBABILITA' E STATISTICA MATEMATICA
English
Confidence regions; Large deviations; Minkowski content; Moderate deviations; Random closed sets;
Camerlenghi, F., Macci, C., Villa, E. (2016). Asymptotic results for multivariate estimators of the mean density of random closed sets. ELECTRONIC JOURNAL OF STATISTICS, 10(2), 2066-2096 [10.1214/16-EJS1159].
Camerlenghi, F; Macci, C; Villa, E
Articolo su rivista
File in questo prodotto:
File Dimensione Formato  
CamerlenghiMacciVillaEJS2016.pdf

accesso aperto

Licenza: Non specificato
Dimensione 319.34 kB
Formato Adobe PDF
319.34 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/159607
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 2
  • ???jsp.display-item.citation.isi??? 2
social impact