TY - JOUR
T1 - Mixed effects models for fish growth
AU - Weisberg, Sanford
AU - Spangler, George
AU - Richmond, Laurie S.
PY - 2010
Y1 - 2010
N2 - Fish growth in a particular year has both intrinsic and environmental components. Intrinsic growth can depend on both the age and size of the fish and on particular characteristics of the individual fish. The environmental component is the influence of external conditions such as food supply on the growth increment. In this article, we present mixed-effects models as an alternative to fixed-effects linear models for incremental fish growth used previously in the literature and show how these models overcome many of the shortcomings of the fixed-effects approach. In addition, widely available software allows for fitting these models and for elaboration of them to learn about the effects of additional factors such as temperature, species interactions, management practices, the introduction of an invasive species, or other known environmental variables. Finally, we provide a connection with the more usual modeling of size-attained data through the use of growth functions such as the von Bertalanffy.
AB - Fish growth in a particular year has both intrinsic and environmental components. Intrinsic growth can depend on both the age and size of the fish and on particular characteristics of the individual fish. The environmental component is the influence of external conditions such as food supply on the growth increment. In this article, we present mixed-effects models as an alternative to fixed-effects linear models for incremental fish growth used previously in the literature and show how these models overcome many of the shortcomings of the fixed-effects approach. In addition, widely available software allows for fitting these models and for elaboration of them to learn about the effects of additional factors such as temperature, species interactions, management practices, the introduction of an invasive species, or other known environmental variables. Finally, we provide a connection with the more usual modeling of size-attained data through the use of growth functions such as the von Bertalanffy.
UR - http://www.scopus.com/inward/record.url?scp=75449106233&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=75449106233&partnerID=8YFLogxK
U2 - 10.1139/F09-181
DO - 10.1139/F09-181
M3 - Article
AN - SCOPUS:75449106233
SN - 0706-652X
VL - 67
SP - 269
EP - 277
JO - Canadian Journal of Fisheries and Aquatic Sciences
JF - Canadian Journal of Fisheries and Aquatic Sciences
IS - 2
ER -