TY - JOUR
T1 - Discovering workflow-aware virtual knowledge flows for knowledge dissemination
AU - Shen, Minxin
AU - Liu, Duen-Ren
PY - 2013/1/1
Y1 - 2013/1/1
N2 - In order to effectively disseminate task-relevant and process-scope knowledge, knowledge-intensive enterprises adopt knowledge flows to explicitly represent workers' knowledge needs and referencing behavior of codified knowledge during the execution of business tasks. However, due to differences in expertise and experience, individual workers impose varied knowledge needs on the knowledge flows directed by the workflows they participate in. This study proposes a model of workflow-aware knowledge-flow views, i.e. virtual knowledge flows abstracted from workflow-driven knowledge flows, to provide adaptable knowledge granularity. Moreover, a text mining approach is developed to derive knowledge-flow views from codified knowledge objects of knowledge flows, such as documents. Both task knowledge semantics and task execution sequences are utilized to evaluate the degrees of workers' knowledge demands in workflow contexts. Knowledge management systems can thus present different abstracted knowledge flows to diverse workflow participants, and facilitate knowledge sharing and collaboration.
AB - In order to effectively disseminate task-relevant and process-scope knowledge, knowledge-intensive enterprises adopt knowledge flows to explicitly represent workers' knowledge needs and referencing behavior of codified knowledge during the execution of business tasks. However, due to differences in expertise and experience, individual workers impose varied knowledge needs on the knowledge flows directed by the workflows they participate in. This study proposes a model of workflow-aware knowledge-flow views, i.e. virtual knowledge flows abstracted from workflow-driven knowledge flows, to provide adaptable knowledge granularity. Moreover, a text mining approach is developed to derive knowledge-flow views from codified knowledge objects of knowledge flows, such as documents. Both task knowledge semantics and task execution sequences are utilized to evaluate the degrees of workers' knowledge demands in workflow contexts. Knowledge management systems can thus present different abstracted knowledge flows to diverse workflow participants, and facilitate knowledge sharing and collaboration.
KW - Knowledge flow
KW - Knowledge management
KW - Text mining
KW - Workflow
UR - http://www.scopus.com/inward/record.url?scp=84883494348&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-39878-0_8
DO - 10.1007/978-3-642-39878-0_8
M3 - Article
AN - SCOPUS:84883494348
SN - 1865-1348
VL - 152
SP - 80
EP - 87
JO - Lecture Notes in Business Information Processing
JF - Lecture Notes in Business Information Processing
ER -