Bayesian univariate space-time hierarchical model for mapping pollutant concentrations in the municipal area of Taranto

Susumu Arima1, Lorenza Cretarola2, Giovanna Jona Lasinio3, Alessio Pollice4
1Dipartimento di Metodi e modelli per l’economia, il territorio e la finanza, Sapienza Università di Roma, Rome, Italy
2Presidenza del Consiglio, Sapienza Università di Roma, Rome, Italy
3Dipartimento di Scienze Statistiche, Sapienza Università di Roma, Rome, Italy
4Dipartimento di Scienze Statistiche Carlo Cecchi, Università degli Studi di Bari “Aldo Moro”, Bari, Italy

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Asrari E, Ghole VS, Sen PN (2005) Study on the status of SO in the Tehran-Iran. J Appl Sci Environ Manag 10(2): 75–82

Banerjee S, Carlin BP, Gelfand A (2004) Hierarchical modeling and analysis for spatial data. Monographs on statistics & applied probability. Chapman & Hall/CRC, New York

Biggeri A, Bellini P, Terracini B (2001) Metanalisi italiana degli studi sugli effetti a breve termine dell’inquinamento atmosferico. Epidemiologia e Prevenzione 28: 1–72

Brown PE, Karesen KF, Roberts GO, Tonellato S (2000) Blur-generated non-separable space-time models. J R Stat Soc Series B 62: 847–860

Bush T, Smith S, Stevenson K, Moorcroft S (2001) Validation of nitrogen dioxide diffusion tube methodology in the UK. Atmos Environ 35: 289–296

Carroll SS, Cressie N (1996) A comparison of geostatistical methodologies used to estimate snow water equivalent. Wat Resour Bull 32: 267–278

Cocchi D, Greco F, Trivisano C (2007) Hierarchical space-time modelling of PM10 pollution. Atmos Environ 41: 532–542

Gilks WR, Richardson S, Spiegelhalter DJ (1996) Markov chain Monte Carlo in practice. Chapman & Hall, London, pp 116–118

Le ND, Zidek JV (2006) Statistical analysis of environmental space-time processes. Springer, Berlin

Pollice A, Jona Lasinio G (2010) A multivariate approach to the analysis of air quality in a high environmental risk area. Environmetrics 21: 741–754

Primerano R, Menegotto M, Di Natale G, Giua R, Notarnicola M, Assennato G, Liberti L (2006) Episodi acuti di inquinamento da PM10 nell’area ad elevata concentrazione industriale di Taranto. poster presented at Secondo Convegno Nazionale sul Particolato Atmosferico—PM2006, Florence, 10–13 Sept 2006

Rajkumar WS, Chang AS (2000) Suspended particulate matter concentrations along the East-West Corridor, Trinidad, West Indies. Atmos Environ 34: 1181–1187

Shaddick G, Wakefield J (2002) Modelling daily multivariate pollutant data at multiple sites. Appl Statist 51(part 3): 351–372

Spiegelhalter DJ, Thomas A, Best N (1999). WinBUGS Version 1.2 User Manual. MRC biostatistics unit. Software available at http://www.mrcbsu.cam.ac.uk/bugs/winbugs/contents.shtml

Wikle CK, Berliner LM, Cressie N (1998) Hierarchical Bayesian space-time models. Environ Ecol Stat 5: 117–154