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Mining Weighted Leaders and Peripheral Workers in Organizational Social Networks based on Event Logs
Authors:
Alessandro Berti
Keywords: Weighted Leaders; Peripheral Workers; Clustering; Social Network Analysis; Sociology
Abstract:
Identifying important, influent individuals in a social network has been, from decades, an interesting analysis, that can lead in business contexts to a better understanding of the community structure and workers' behavior (considering, e.g., performance). In this paper, the focus is on social networks extracted from event logs, and a more powerful definition of leadership is introduced taking into account the fact that leaders may have different importance inside the organization. This concept is useful also in identifying peripheral workers, that are far from leaders. In an assessment done on the BPI Challenge 2012 event log, peripheral workers showed better performance in comparison to other workers. This discovery has been explained using Social Psychology concepts and considering several characterizations of peripheral workers.
Pages: 1 to 8
Copyright: Copyright (c) IARIA, 2016
Publication date: November 13, 2016
Published in: conference
ISSN: 2519-8351
ISBN: 978-1-61208-519-7
Location: Barcelona, Spain
Dates: from November 13, 2016 to November 17, 2016