Monitoring dynamic networks: A simulation‐based strategy for comparing monitoring methods and a comparative study. (7th July 2021)
- Record Type:
- Journal Article
- Title:
- Monitoring dynamic networks: A simulation‐based strategy for comparing monitoring methods and a comparative study. (7th July 2021)
- Main Title:
- Monitoring dynamic networks: A simulation‐based strategy for comparing monitoring methods and a comparative study
- Authors:
- Yu, Lisha
Zwetsloot, Inez Maria
Stevens, Nathaniel Tyler
Wilson, James David
Tsui, Kwok Leung - Other Names:
- Testik Murat Caner guestEditor.
Gob Rainer guestEditor. - Abstract:
- Abstract: Recently, there has been a lot of interest in monitoring and identifying changes in dynamic networks, which has led to the development of a variety of monitoring methods. New methods are often designed for a specialized use‐case and rarely compared to competing methods in a systematic fashion. In light of this, the use of simulation is proposed to compare the performance of network monitoring methods over a variety of dynamic network changes. Using the family of simulated dynamic networks, the performance of several state‐of‐the‐art social network monitoring methods from the literature are compared. Their performance over a variety of types of change is compared; both increases in communication levels as well as changes in community structure are considered. It is shown that there does not exist one method that is uniformly superior to the others; the best method depends on the context and the type of change one wishes to detect. As such, it is concluded that a variety of methods are needed for network monitoring and that it is important to understand in which scenarios a given method is appropriate.
- Is Part Of:
- Quality and reliability engineering international. Volume 38:Number 3(2022)
- Journal:
- Quality and reliability engineering international
- Issue:
- Volume 38:Number 3(2022)
- Issue Display:
- Volume 38, Issue 3 (2022)
- Year:
- 2022
- Volume:
- 38
- Issue:
- 3
- Issue Sort Value:
- 2022-0038-0003-0000
- Page Start:
- 1226
- Page End:
- 1250
- Publication Date:
- 2021-07-07
- Subjects:
- comparison framework -- control chart -- dynamic networks -- network surveillance -- statistical process monitoring
Reliability (Engineering) -- Periodicals
Quality control -- Periodicals
High technology -- Periodicals
620.00452 - Journal URLs:
- http://www3.interscience.wiley.com/cgi-bin/jhome/3680 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/qre.2944 ↗
- Languages:
- English
- ISSNs:
- 0748-8017
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 7168.137300
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 26980.xml