Modelling the dynamics of the innovation process : a data-driven agent-based approach

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Modelling the dynamics of the innovation process : a data-driven agent-based approach

Title: Modelling the dynamics of the innovation process : a data-driven agent-based approach
Author: Zhao, Yuanyuan
Publisher: Leiden Institute of Advanced Computer Science (LIACS), Faculty of Science, Leiden University
Issue Date: 2015-02-17
Keywords: Innovation processes
Feedback loop
Self-organising
Emergence
Agent-based model
Abstract: Decision making on innovation is difficult because innovation involves large numbers of and constantly changing interactions between actors and their activities. Decision makers lack information about these complex interactions. This makes it hard for them to predict the relationships between decisions and the outcomes. But now, with the easy availability of large amounts of data via internet, it is possible to get down to the details underlying innovation processes and to investigate patterns among these interactions to provide decision support. Under this background, this research explores the following Problem Statement (PS): To what extent can the new available big amounts of data be used to improve decision making on innovations? In order to answer the PS, Chapter 2 provides a new data-driven modelling method to analyse the innovation process data; Chapter 3 develops a more advanced innovation process model that provides decision makers with a good understanding of the overall structure of innovation processes; Chapter 4 investigates the underlying mechanism of emergence which provides decision makers with valuable insights into the interaction patterns on the micro level of innovation processes; Chapter 5 simulates the emergence to support decision making. This research contributes to data science, innovation management, and their cooperation.
Description: Promotor: B.R. Katzy, Co-promotor R. Ortt
With summary in Dutch
Faculty: Faculteit der Wiskunde en Natuurwetenschappen
Citation: Zhao, Y., 2015, Doctoral thesis, Leiden University
Handle: http://hdl.handle.net/1887/32003
 

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application/pdf Cover 479.4Kb View/Open
application/pdf Title page_Tabl ... of figures_List of tables 310.9Kb View/Open
application/pdf Chapter 1 Introduction 329.6Kb View/Open
application/pdf Chapter 2 512.7Kb View/Open
application/pdf Chapter 3 540.2Kb View/Open
application/pdf Chapter 4 564.3Kb View/Open
application/pdf Chapter 5 907.9Kb View/Open
application/pdf Chapter 6 Conclusion 349.2Kb View/Open
application/pdf Appendices 1.434Mb View/Open
application/pdf Summary 200.7Kb View/Open
application/pdf Summary in Dutch 149.1Kb View/Open
application/pdf List of publications_Curriculum Vitae 281.2Kb View/Open
application/pdf Propositions 141.2Kb View/Open

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