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Erschienen in: International Journal of Public Health 1/2012

01.02.2012 | Hints & Kinks

Classification and regression trees

verfasst von: N. Speybroeck

Erschienen in: International Journal of Public Health | Ausgabe 1/2012

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Excerpt

Public health data are often complex, unbalanced and contain missing values. The relationships between a health outcome and its determinants may not be linear and necessitate higher order interactions. …
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Literatur
Zurück zum Zitat Breiman L, Friedman JH, Stone CJ, Olshen RA (1993) Classification and regression trees. Chapman and Hall, New York Breiman L, Friedman JH, Stone CJ, Olshen RA (1993) Classification and regression trees. Chapman and Hall, New York
Zurück zum Zitat Cardoen S, Van Huffel X, Berkvens D, Quoilin S, Ducoffre G, Saegerman C, Speybroeck N, Imberechts H, Herman L, Ducatelle R, Dierick K (2009) Evidence-based semi-quantitative methodology for prioritization of food-borne zoonoses. Foodborne Pathog Dis 6:1083–1096PubMedCrossRef Cardoen S, Van Huffel X, Berkvens D, Quoilin S, Ducoffre G, Saegerman C, Speybroeck N, Imberechts H, Herman L, Ducatelle R, Dierick K (2009) Evidence-based semi-quantitative methodology for prioritization of food-borne zoonoses. Foodborne Pathog Dis 6:1083–1096PubMedCrossRef
Zurück zum Zitat Havelaar AH, van Rosse F, Bucura C, Toetenel MA, Haagsma JA, Kurowicka D, Heesterbeek JH, Speybroeck N, Langelaar MF, van der Giessen JW, Cooke RM, Braks MA (2010) Prioritizing emerging zoonoses in the Netherlands. PLoS One 5:e13965PubMedCrossRef Havelaar AH, van Rosse F, Bucura C, Toetenel MA, Haagsma JA, Kurowicka D, Heesterbeek JH, Speybroeck N, Langelaar MF, van der Giessen JW, Cooke RM, Braks MA (2010) Prioritizing emerging zoonoses in the Netherlands. PLoS One 5:e13965PubMedCrossRef
Zurück zum Zitat Hothorn T, Hornik K, Zeileis A (2006) Unbiased recursive partitioning: a conditional inference framework. J Comput Graph Stat 15:651–674CrossRef Hothorn T, Hornik K, Zeileis A (2006) Unbiased recursive partitioning: a conditional inference framework. J Comput Graph Stat 15:651–674CrossRef
Zurück zum Zitat Kim H, Loh W (2001) Classification trees with unbiased multiway splits. J Am Stat Assoc 96:589–604CrossRef Kim H, Loh W (2001) Classification trees with unbiased multiway splits. J Am Stat Assoc 96:589–604CrossRef
Zurück zum Zitat Protopopoff N, Van Bortel W, Speybroeck N, D’Alessandro U, Coosemans M (2009) Ranking malaria risk factors to guide malaria control efforts in African Highlands. PLoS One 25:e8022CrossRef Protopopoff N, Van Bortel W, Speybroeck N, D’Alessandro U, Coosemans M (2009) Ranking malaria risk factors to guide malaria control efforts in African Highlands. PLoS One 25:e8022CrossRef
Zurück zum Zitat Rosicova K, Geckova AM, Rosic M, Speybroeck N, Groothoff JW, van Dijk JP (2011) Socioeconomic factors, ethnicity and alcohol-related mortality in regions in Slovakia. What might a tree analysis add to our understanding? Health Place 17:701–709PubMedCrossRef Rosicova K, Geckova AM, Rosic M, Speybroeck N, Groothoff JW, van Dijk JP (2011) Socioeconomic factors, ethnicity and alcohol-related mortality in regions in Slovakia. What might a tree analysis add to our understanding? Health Place 17:701–709PubMedCrossRef
Zurück zum Zitat Saegerman C, Speybroeck N, Roels S, Vanopdenbosch E, Thiry E, Berkvens D (2004) Decision support tools in clinical diagnosis in cows with suspected bovine spongiform encephalopathy. J Clin Microbiol 42:172–178PubMedCrossRef Saegerman C, Speybroeck N, Roels S, Vanopdenbosch E, Thiry E, Berkvens D (2004) Decision support tools in clinical diagnosis in cows with suspected bovine spongiform encephalopathy. J Clin Microbiol 42:172–178PubMedCrossRef
Zurück zum Zitat Speybroeck N, Berkvens D, Mfoukou-Ntsakala A, Aerts M, Hens N, Van Huylenbroeck G, Thys E (2004) Classification trees versus multinomial models in the analysis of urban farming systems in Central Africa. Agric Syst 80:133–149CrossRef Speybroeck N, Berkvens D, Mfoukou-Ntsakala A, Aerts M, Hens N, Van Huylenbroeck G, Thys E (2004) Classification trees versus multinomial models in the analysis of urban farming systems in Central Africa. Agric Syst 80:133–149CrossRef
Zurück zum Zitat Thang ND, Erhart A, Speybroeck N, Hung LX, Thuan LK, Hung TK, Van Ky P, Coosemans M, D’Alessandro U (2008) Malaria in Central Vietnam: analysis of risk factors by multivariate analysis and classification tree models. Malar J 7:28PubMedCrossRef Thang ND, Erhart A, Speybroeck N, Hung LX, Thuan LK, Hung TK, Van Ky P, Coosemans M, D’Alessandro U (2008) Malaria in Central Vietnam: analysis of risk factors by multivariate analysis and classification tree models. Malar J 7:28PubMedCrossRef
Zurück zum Zitat White A, Liu W (1994) Bias in information based measures in decision tree induction. Mach Learn 15:321–329 White A, Liu W (1994) Bias in information based measures in decision tree induction. Mach Learn 15:321–329
Zurück zum Zitat Yewhalaw D, Legesse W, Van Bortel W, Gebre-Selassie S, Kloos H, Duchateau L, Speybroeck N (2009) Malaria and water resource development: the case of Gilgel-Gibe hydroelectric dam in Ethiopia. Malar J 8:21PubMedCrossRef Yewhalaw D, Legesse W, Van Bortel W, Gebre-Selassie S, Kloos H, Duchateau L, Speybroeck N (2009) Malaria and water resource development: the case of Gilgel-Gibe hydroelectric dam in Ethiopia. Malar J 8:21PubMedCrossRef
Metadaten
Titel
Classification and regression trees
verfasst von
N. Speybroeck
Publikationsdatum
01.02.2012
Verlag
SP Birkhäuser Verlag Basel
Erschienen in
International Journal of Public Health / Ausgabe 1/2012
Print ISSN: 1661-8556
Elektronische ISSN: 1661-8564
DOI
https://doi.org/10.1007/s00038-011-0315-z

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