TY - GEN
T1 - Process mining: discovering direct successors in process logs
AU - Maruster, L.
AU - Weijters, A.J.M.M.
AU - Aalst, van der, W.M.P.
AU - Bosch, van den, A.P.J.
PY - 2002
Y1 - 2002
N2 - Workflow management technology requires the existence of explicit process models, i.e. a completely specified workflow design needs to be developed in order to enact a given workflow process. Such a workflow design is time consuming and often subjective and incomplete. We propose a learning method that uses the workflow log, which contains information about the process as it is actually being executed. In our method we will use a logistic regression model to discover the direct connections between events of a realistic not complete workflow log with noise. Experimental results are used to show the usefulness and limitations of the presented method.
AB - Workflow management technology requires the existence of explicit process models, i.e. a completely specified workflow design needs to be developed in order to enact a given workflow process. Such a workflow design is time consuming and often subjective and incomplete. We propose a learning method that uses the workflow log, which contains information about the process as it is actually being executed. In our method we will use a logistic regression model to discover the direct connections between events of a realistic not complete workflow log with noise. Experimental results are used to show the usefulness and limitations of the presented method.
U2 - 10.1007/3-540-36182-0_37
DO - 10.1007/3-540-36182-0_37
M3 - Conference contribution
T3 - Lecture Notes in Computer Science
SP - 364
EP - 373
BT - Discovery Science : 5th International Conference, DS 2002, Lübeck, Germany, November 24-26.
A2 - Lange, S.
A2 - Satoh, K.
A2 - Smith, C.H.
PB - Springer
CY - Berlin, Germany
T2 - 5th International Conference on Discovery Science (DS 2002)
Y2 - 24 November 2002 through 26 November 2002
ER -