Categorical data analysis in biotechnology research

Categorical responses are very common in biotechnology research. In this paper we present the main ideas of generalized linear models, with particular emphasis to logit models. We apply these models to two practical situations. The first problem studies the effect of chilling on bud development in a...

Descripción completa

Detalles Bibliográficos
Autores principales: Moser, E. Barry, Macchiavelli, Raúl E.
Formato: Capítulo de libro
Lenguaje:Inglés
Publicado: International Center for Tropical Agriculture 1995
Materias:
Acceso en línea:https://hdl.handle.net/10568/82011
_version_ 1855543038072324096
author Moser, E. Barry
Macchiavelli, Raúl E.
author_browse Macchiavelli, Raúl E.
Moser, E. Barry
author_facet Moser, E. Barry
Macchiavelli, Raúl E.
author_sort Moser, E. Barry
collection Repository of Agricultural Research Outputs (CGSpace)
description Categorical responses are very common in biotechnology research. In this paper we present the main ideas of generalized linear models, with particular emphasis to logit models. We apply these models to two practical situations. The first problem studies the effect of chilling on bud development in azalea flowers, and the second situation analyzes the relationship between a genetic polymorphism in certain protein and obesity in humans. Both problems are analyzed with SAS PROC CATMOD.
format Book Chapter
id CGSpace82011
institution CGIAR Consortium
language Inglés
publishDate 1995
publishDateRange 1995
publishDateSort 1995
publisher International Center for Tropical Agriculture
publisherStr International Center for Tropical Agriculture
record_format dspace
spelling CGSpace820112025-11-05T17:09:05Z Categorical data analysis in biotechnology research Moser, E. Barry Macchiavelli, Raúl E. linear models data analysis statistical analysis genetic polymorphism modelos lineales análisis de datos análisis estadístico polimorfismo genético Categorical responses are very common in biotechnology research. In this paper we present the main ideas of generalized linear models, with particular emphasis to logit models. We apply these models to two practical situations. The first problem studies the effect of chilling on bud development in azalea flowers, and the second situation analyzes the relationship between a genetic polymorphism in certain protein and obesity in humans. Both problems are analyzed with SAS PROC CATMOD. Respuestas medidas en una escala categórica aparecen comúnmente en la investigación biotecnológica. En este trabajo se presentan las ideas principales de los modelos lineales generalizados, enfatizando los modelos logit. Se presentan dos aplicaciones prácticas. En la primera se estudia el efecto del tratamiento de frío sobre el desarrollo floral en plantas de azalea. El segundo problema estudia la relación entre un polimorfismo genético en cierta proteína y obesidad en humanos. Ambos problemas se analizan en PROC CATMOD en SAS 1995 2017-06-20T09:00:29Z 2017-06-20T09:00:29Z Book Chapter https://hdl.handle.net/10568/82011 en Open Access application/pdf International Center for Tropical Agriculture Moser, E. Barry; Macchiavelli, Raúl E.. 1995. Categorical data analysis in biotechnology research . In: Simposio Internacional de Estadística en Agricultura y Medio Ambiente (1995, Palmira, Valle del Cauca, Colombia). Memorias. Conferencia satélite . Centro Internacional de Agricultura Tropical (CIAT), Cali, CO. p. 123-151.
spellingShingle linear models
data analysis
statistical analysis
genetic polymorphism
modelos lineales
análisis de datos
análisis estadístico
polimorfismo genético
Moser, E. Barry
Macchiavelli, Raúl E.
Categorical data analysis in biotechnology research
title Categorical data analysis in biotechnology research
title_full Categorical data analysis in biotechnology research
title_fullStr Categorical data analysis in biotechnology research
title_full_unstemmed Categorical data analysis in biotechnology research
title_short Categorical data analysis in biotechnology research
title_sort categorical data analysis in biotechnology research
topic linear models
data analysis
statistical analysis
genetic polymorphism
modelos lineales
análisis de datos
análisis estadístico
polimorfismo genético
url https://hdl.handle.net/10568/82011
work_keys_str_mv AT moserebarry categoricaldataanalysisinbiotechnologyresearch
AT macchiavelliraule categoricaldataanalysisinbiotechnologyresearch