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Pubblicazioni

Papers

  1. Marchetti S., Beresewicz M., Salvati N., Szymkowiak M., Wawrowski L. (2018). The use of a three level M-quantile model to map poverty at LAU 1 in Poland.Journal of the Royal Statistical Society. Series A, Statistics in Society, DOI:10.1111/rssa.12349
  2. Marchetti S., Giusti C., Pratesi M. (2016). The use of Twitter data to improve small area estimates of households’ share of food consumption expenditure in Italy, AStA Wirtschafts-und Sozialstatistisches Archiv, DOI: 10.1007/s11943-016-0190-4.
  3. Marchetti S., Secondi L. (2016). Estimates of Household Consumption Expenditure at Provincial Level in Italy by Using Small Area Estimation Methods: “Real” Comparisons Using Purchasing Power Parities, Social Indicator Research, DOI 1007/s11205-016-1230-8.
  4. Marchetti S., Giusti C., Pratesi M., Salvati N., Giannotti F., Pedreschi D., Rinzivillo S., Pappalardo L., Gabrielli L. (2015). Small Area Model-Based Estimators Using Big Data Sources, Journal of Official Statistics, 31 (2), 263-281, http://dx.doi.org/10.1515/JOS-2015-0017
  5. Giusti C., Marchetti S., Pratesi M., Salvati N. (2012). Robust Small Area Estimation and Oversampling in the Estimation of Poverty Indicators, Survey Research Methods, 6 (3), 155-163
  6. Marchetti, S., Tzavidis, N., Pratesi, M. (2012) Non-parametric Bootstrap Mean Squared Error Estimation for M-quantile Estimators of Small Area Averages, Quantiles and Poverty Indicators, Computational Statistics and Data Analysis. DOI 1016/j.csda.2012.01.023
  7. Giusti C., Marchetti S., Pratesi M., Salvati N. (2012) Semiparametric Fay-Herriot model using Penalized Splines, Journal of the Indian Society of Agricultural Statistics – Special issue “Small Area Estimation”, 66 (1), 1-12 ISSN 0019-6363
  8. Tzavidis, N., Marchetti, S., Chambers, R. (2010). Robust estimation of small area means and quantiles. Australian and New Zeland Journal of Statistics, 52(2), 167-186 doi: 10.1111/j.1467-842X.2010.00572.x.

 

Articles on book

  1. Giusti C., Marchetti S. (2018). Estimating the at risk of poverty rate before and after social transfers at provincial level in Italy. In Studies in Theoretical and Applied Statistics. SIS 2016, Salerno, Italy, June 8-10 – ISBN:978-3-319-73905-2.
  2. Coli, A., Giusti, C., Marchetti, S. (2017). Integrating survey and administrative data on local social protection in Policy, welfare and financial resources the impact of the crisis in the territory, Editors A. Coli, B. Pacini, E. Stradella, University Press Italiane, ISBN 978-88-6741-814-5.
  3. Giusti, C., Marchetti, S. (2017). Small area methods for estimating local poverty indicators in Policy, welfare and financial resources the impact of the crisis in the territory, Editors A. Coli, B. Pacini, E. Stradella, University Press Italiane, ISBN 978-88-6741-814-5.
  4. Tzavidis, N., Marchetti, S. (2016). Robust domain estimation of income-based inequality indicators in Analysis of Poverty Data by Small Area Estimation, Editor M. Pratesi, ISBN 978-1118815014.
  5. Tzavidis, N., Marchetti, S., Donbavand, S. (2013). Outlier Robust Semi-Parametric Small Area Methods for Poverty Estimation in Poverty and Social Exclusion New Methods of Analysis, Editors G. Betti e A. Lemmi, Routledge, ISBN 978-0-415- 63634-6.
  6. Pratesi, M., Giusti, C., Marchetti, S. (2012). Small Area Estimation of Poverty Indicators in Survey data collection and integration, Editori C. Davino e L. Fabbris, Springer, ISBN 978-3-642-21307-6.
  7. Giusti, C., Marchetti, S., Pratesi, M. (2012). Estimation of income quantiles at the small area level in Tuscany in Advanced Statistical Methods for the Analysis of Large Data-Sets, Editori A. Di Ciaccio, M. Coli e J.M. Angulo Ibanez, Springer, ISBN 978-3-642-21036-5.
  8. Bottai M., Del Fava E., Marchetti S. (2007). “Il ciclo di vita familiare e il calendario dell’emancipazione dei giovani” in Famiglie, Abitazioni, Insediamenti. Differenze generazionali e territoriali. A cura di Bottai M., Cortesi G., Lazzeroni M., pagg.85-100, eds. Plus, Pisa. ISBN: 888492417-0
  9. Cheli, B.; Marchetti, S.; Masserini, L.; Pratesi, M. e Salvati, N. (2007). La misura della povertà nelle Società della Salute della Provincia di Pisa: stime dall’indagine sulle condizioni di vita delle Famiglie Toscane (Irpet 2002), in Povertà, vulnerabilità e condizioni di vita delle famiglie nella provincia di Pisa. Pisa, Osservatorio per le politiche sociali, Provincia di Pisa, pp. 129-60.

 

Articles in conference proceedings

  1. Marchetti S., Giusti C., Pratesi M. (2017). Improving small area estimates of households’ share of food consumption expenditure in Italy by means of Twitter data. SIS 2017 Proceedings Statistics and Data Science: new challenges, new generations, Firenze, 28-30 June 2017, ISBN 978-88-6453-521-0.

  2. Marchetti S., Giusti C., Pratesi M. (2016). The use of twitter data to improve small area estimates of households’ share of food consumption expenditure in Italy. SAE 2016 Conference book, Maastricht, 17-19 August 2016.

  3. Beresewicz M., Marchetti S., Salvati N., Szymkowiak M., Wawrowski L. (2016). A three-level M-quantle model for poverty mapping in Poland. SAE 2016 Conference book, Maastricht, 17-19 August 2016.
  4. Giusti C., Marchetti S., Faustini L., Porciani L. (2016). Small Area Estimation for Local Welfare Indicators in Italy. SIS 2016 Proceedings, Salerno, 8-10 June 2016, ISBN
  5. Marchetti S., Salvati, N. (2015). Two-level M-quantile model for poverty estimation. ERCIM (European Research Consortium for Informatics and Mathematics) Working Group on Computational and Methodological Statistics (CMStatistics 2015). 12-14 December 2015, London, UK, ISBN 9789963222704.
  6. Marchetti S., Giusti C., Pratesi M. (2015). The use of big data and survey data as covariates in area-level small area models. ITACOSM Conference book of abstract, 24-26 June 2015, Roma.
  7. Marchetti S., Laureti T., Secondi L. (2014). Small area estimates for consumption expenditure in Italy. 7th International Conference of the ERCIM (European Research Consortium for Informatics and Mathematics) Working Group on Computational and Methodological Statistics (CMStatistics 2014). 6-8 December 2014, Pisa, ISBN 9788493782245.
  8. Pratesi M., Giannotti F., Giusti C., Marchetti S., Pedreschi D. (2014). The use of Big Data as covariates in area level small area models. 7th International Conference of the ERCIM (European Research Consortium for Informatics and Mathematics) Working Group on Computational and Methodological Statistics (CMStatistics 2014). 6-8 dicembre 2014, Pisa, ISBN 9788493782245.
  9. Marchetti S., Giusti C., Salvati N. (2014) The use of geographic information under the area-level approach to small area estimation, SIS2014 Proceedings, Cagliari, 11th-13th June 2014, ISBN: 978-88-8467-874-4.
  10. Marchetti S. (2013) Estimating inequalities at local level in Italy, Proceedings of the ISI World Statistics Congress, Hong Kong, China, 25-30 August 2013, ISBN 978-90-73592-34-6.
  11. Pratesi M., Benedetti R., Marchetti S., Piersimoni F. (2013) Spatial network sampling in small area estimation, Proceedings of the ISI World Statistics Congress, Hong Kong, China, 25-30 August 2013, ISBN.
  12. Giusti C., Marchetti S. (2013) Estimating inequality for small domains, Book of abstract ITACOSM, Milano, 26-28 June 2013, ISBN 978-88-6292-390-3.
  13. Giusti C., Marchetti S., Salvati N., Pratesi M. (2013) M-quantile small area models when auxiliary variables are measured with error, Measuring Progress at a local level, Proceeding of the Workshop Measuring Progress at a Local Level, Pisa, 28- 29 March 2013, ISBN 978-88-6741-166-5.
  14. Marchetti S., Giusti C., Salvati N., Pratesi M. (2013) Measuring poverty indicators at a local level, Measuring Progress at a local level, Proceeding of the Workshop Measuring Progress at a Local Level, Pisa, 28-29 March 2013, ISBN 978-88-6741- 166-5.
  15. Pratesi M., Pedreschi D., Giannotti F., Marchetti S., Salvati N., Maggino F. (2013) Small area model-based estimators using big data sources, Abstract Book, NTTS – Conferences on New Techniques and Technologies for Statistics, Brussels, 5-7 March 2013, doi: 10.2901/Eurostat.C2013.001.
  16. Giusti C., Marchetti S., Pratesi M., Tzavidis N. (2011) Small Area Methodologies for Poverty Estimation: An Application to Italian Data, Proceedings of the ISI World Statistics Congress, Dublin, 21-26 August 2011, ISBN 9789073592339.
  17. Tzavidis N., Marchetti S., Donvaband S., Giusti C., Pratesi M. (2011) A Comparison of the ELL, EBP and M-Quantile Poverty Mapping Methodologies, Proceedings of SAE2011 Conference, Trier, 11th-13th August 2011.
  18. Marchetti S., Tzavidis N., Pratesi M. (2011) Mean Squared Error Estimation for Small Area Means, Quantiles and Poverty Indicators: A nonparametric bootstrap approach, Abstract Book, NTTS – Conferences on New Techniques and Technologies for Statistics, Brussels, 22nd-24th February 2011.
  19. Marchetti S., Giusti C., Pratesi M., Salvati N. (2010) Robust small area estimation for poverty indicators, Survey Research Methods and Applications, Proceedings of the Second ITCOSM Conference, Pisa, 27th-29th June, 2011, Ed. Plus, ISBN 978-88-8492-772-9.
  20. Marchetti S., Pratesi M., Tzavidis N. (2010) Nonparametric Bootstrap Mean Squared Error Estimation for Small Area Means, Quantiles and Poverty Indicators, Book of Abstracts, CFE & ERCIM 2010, ERCIM – European Consortium for Informatics and Mathematics, London, UK, December 10-12, 2010, ERCIM WG on Computing and Statistics.
  21. Pratesi M., Marchetti S., Giusti C., Salvati N. (2010). Spatial Models in Small Area Estimation: an M-quantile Approach. Classification and Data Analysis 2010, Book of Abstract GfKl – CLADAG 2010, Florence, 8th-10th September 2010.
  22. Giusti C., Marchetti S., Pratesi M., Salvati N. (2010) A semiparametric Fay-Herriot model for small area estimation of welfare indicators, SIS2010 Proceedings, Padova, 16th-18th June 2010, ISBN: 978 88 6129 566 7.
  23. Marchetti S., Dolci C., Riccadonna S., Furlanello C. (2010) Bayesian Hierarchical Model for Small Area Disease Mapping: a Breast Cancer Study, SIS2010 Proceedings, Padova, 16th-18th June 2010, ISBN: 978 88 6129 566 7.
  24. Giusti C., Marchetti S., Pratesi M., Salvati N. (2010). A semi-parametric Fay-Herriot model for small area estimation of welfare indicators. Book of abstract Q2010 – Conference on Quality of Statistic, Helsinki, 4th-6th May 2010.
  25. Giusti C., Marchetti S., Pratesi M. (2009) Estimation of poverty indicators at the small area level in Italy, Book of Short Papers, SIS2009 – Statistical Methods for the analysis of large data-sets, 23rd-25th September 2009, University “G. D’Annunzio” Chieti-Pescara, Cleup.
  26. Marchetti S., Tzavidis N., Pratesi M. (2009) Bootstrap mean squared error estimation for small area quantiles, Proceedings of SAE2009 Conference, 29th June-1st July, Elche, Spain.
  27. Marchetti S., Pratesi M. (2009) Small area head count ratio standard error estimation, Proceedings of the ITACOSM Conference, 10th-12th June, Siena.
  28. Marchetti S., Pratesi M., Salvati N. (2005) La stima per piccole aree non rappresentate nel campione: il caso della produzione di uva nei comuni della Toscana (Out of sample small area estimation: case study on grape production in the municipalities of the Tuscany). AGRI@STAT – Verso un nuovo sistema di statistiche agricole (Moving on a new system of agricultural statistics) – proceedings, 30th-31st May, Florence.

 

Working papers

  1. Marchetti, S., Tzavidis, N., Pratesi, M. (2011) Non-parametric Bootstrap Mean Squared Error Estimation for M-quantile Estimators of Small Area Averages, Quantiles and Poverty Indicators. Report n. 343, Department of Statistics and Mathematics Applied to Economics, Pisa.
  2. Marchetti S., Dolci C., Riccadonna S., Furlanello C. (2010) Bayesian Hierarchical Model for Small Area Disease Mapping: a Breast Cancer Study. Report n. 340, Department of Statistics and Mathematics Applied to Economics, Pisa.
  3. Pratesi M., Giusti C., Marchetti S., Salvati N., Tzavidis N., Molina I., Durban M., Granè A., Marìn J.M., Veiga M.H., Morales D., Esteban M.D., Sànchez A., Santamarìa L., Marhuenda Y., Pérez A., Pagliarella M.C., Rao J.N.K., Ferretti C. (2010), Pilot Application, Sample Project Deliverables 17, Report.
  4. Pratesi M., Giusti C., Marchetti S., Salvati N., Tzavidis N., Molina I., Durban M., Granè A., Marìn J.M., Veiga M.H., Morales D., Esteban M.D., Sànchez A., Santamarìa L., Marhuenda Y., Pérez A., Pagliarella M.C., Rao J.N.K., Ferretti C. (2010), Final Small Area Estimation Developments and Simulation Results, Sample Project Deliverables 12 and 16, Report.
  5. Salvati N., Giusti C., Marchetti S., Pratesi M., Tzavidis N., Molina I., Morales D., Esteban M.D., Santamarìa L., Marhuenda Y., Pérez A., Pagliarella M.C., Chambers R., Rao J.N.K., Datta G. (2010), Software Beta on Small Area Estimation, Sample Project Deliverable 13, Report.
  6. Salvati N., Giusti C., Marchetti S., Pratesi M., Tzavidis N., Molina I., Morales D., Esteban M.D., Santamarìa L., Marhuenda Y., Pérez A., Pagliarella M.C., Chambers R., Rao J.N.K., Ferretti, C. (2011), Software on Small Area Estimation, Sample Project Deliverable 22, Report.
  7. Pratesi M., Giusti C., Marchetti S., Salvati N., Tzavidis N., Molina I., Granè A., Marìn J.M., Veiga M.H., Morales D., Esteban M.D., Rao J.N.K., Nandram B. (2009), Literature Review – Volume II, Sample Project Deliverable 4, Report.
  8. Marchetti S., Pratesi M. (2007), La Stima della Superficie Agricola Utilizzata per Provincia (Estimates of the used territory in agriculture in the Tuscany provinces), report for the “Regione Toscana”.

 

Ph.D Thesis

  1. Marchetti Stefano (2008). “La stima dell’errore quadratico medio per lo stimatore della funzione di ripartizione nel contesto della stima per piccole aree” (“Mean Squared Error Estimator for the Distribution Function estimator in small area problems”). Ph.D. thesis in Applied Statistcs, Department of Statistics “G. Parenti”, University of Florence.

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