TY - UNPB
T1 - Getting Things in Order: An Introduction to the R package seriation
AU - Hahsler, Michael
AU - Hornik, Kurt
AU - Buchta, Christian
N1 - Earlier version
PY - 2007
Y1 - 2007
N2 - Seriation, i.e., finding a linear order for a set of objects given data and a loss or merit function, is a basic problem in data analysis. Caused by the problem's combinatorial nature, it is hard to solve for all but very small sets. Nevertheless, both exact solution methods and heuristics are available. In this paper we present the package seriation which provides the infrastructure for seriation with R. The infrastructure comprises data structures to represent linear orders as permutation vectors, a wide array of seriation methods using a consistent interface, a method to calculate the value of various loss and merit functions, and several visualization techniques which build on seriation. To illustrate how easily the package can be applied for a variety of applications, a comprehensive collection of examples is presented.
AB - Seriation, i.e., finding a linear order for a set of objects given data and a loss or merit function, is a basic problem in data analysis. Caused by the problem's combinatorial nature, it is hard to solve for all but very small sets. Nevertheless, both exact solution methods and heuristics are available. In this paper we present the package seriation which provides the infrastructure for seriation with R. The infrastructure comprises data structures to represent linear orders as permutation vectors, a wide array of seriation methods using a consistent interface, a method to calculate the value of various loss and merit functions, and several visualization techniques which build on seriation. To illustrate how easily the package can be applied for a variety of applications, a comprehensive collection of examples is presented.
U2 - 10.57938/9764cc93-6ab0-4d88-893d-fabe193433ac
DO - 10.57938/9764cc93-6ab0-4d88-893d-fabe193433ac
M3 - WU Working Paper and Case
T3 - Research Report Series / Department of Statistics and Mathematics
BT - Getting Things in Order: An Introduction to the R package seriation
PB - Department of Statistics and Mathematics, WU Vienna University of Economics and Business
CY - Vienna
ER -