TY - BOOK
T1 - Towards an evaluation framework for process mining algorithms
AU - Rozinat, A.
AU - Alves De Medeiros, A.K.
AU - Günther, C.W.
AU - Weijters, A.J.M.M.
AU - Aalst, van der, W.M.P.
PY - 2007
Y1 - 2007
N2 - Although there has been a lot of progress in developing process mining algorithms in recent years, no effort has been put in developing a common means of assessing the quality of the models discovered by these algorithms. In this paper, we outline elements of an evaluation framework that is intended to enable (a) process mining researchers to
compare the performance of their algorithms, and (b) end users to evaluate the validity of their process mining results. Furthermore, we describe two possible approaches to evaluate a discovered model (i) using existing comparison metrics that have been developed by the process mining research community, and (ii) based on the so-called k-fold-cross validation known from the machine learning community. To illustrate the application of these two approaches, we compared a set of models discovered by
different algorithms based on a simple example log.
AB - Although there has been a lot of progress in developing process mining algorithms in recent years, no effort has been put in developing a common means of assessing the quality of the models discovered by these algorithms. In this paper, we outline elements of an evaluation framework that is intended to enable (a) process mining researchers to
compare the performance of their algorithms, and (b) end users to evaluate the validity of their process mining results. Furthermore, we describe two possible approaches to evaluate a discovered model (i) using existing comparison metrics that have been developed by the process mining research community, and (ii) based on the so-called k-fold-cross validation known from the machine learning community. To illustrate the application of these two approaches, we compared a set of models discovered by
different algorithms based on a simple example log.
M3 - Report
SN - 978-90-386-1120-4
T3 - BETA publicatie : working papers
BT - Towards an evaluation framework for process mining algorithms
PB - Technische Universiteit Eindhoven
CY - Eindhoven
ER -