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Multi-criteria decision support for planning and evaluation of performance of viral marketing campaigns in social networks
- Source :
- PLoS ONE, PLoS ONE, Vol 13, Iss 12, p e0209372 (2018)
- Publication Year :
- 2018
-
Abstract
- The current marketing landscape, apart from conventional approaches, consists of campaigns designed especially for launching information diffusion processes within online networks. Associated research is focused on information propagation models, campaign initialization strategies and factors affecting campaign dynamics. In terms of algorithms and performance evaluation, the final coverage represented by the fraction of activated nodes within a target network is usually used. It is not necessarily consistent with the real marketing campaigns using various characteristics and parameters related to coverage, costs, behavioral patterns and time factors for overall evaluation. This paper presents assumptions for a decision support system for multi-criteria campaign planning and evaluation with inputs from agent-based simulations. The results, which are delivered from a simulation model based on synthetic networks in a form of decision scenarios, are verified within a real network. Last, but not least, the study proposes a multi-objective campaign evaluation framework with several campaign evaluation metrics integrated. The results showed that the recommendations generated with the use of synthetic networks applied to real networks delivered results according to the decision makers' expectation in terms of the used evaluation criteria. Apart from practical applications, the proposed multi-objective approach creates new evaluation possibilities for theoretical studies focused on information spreading processes within complex networks.
- Subjects :
- Decision support system
Computer and Information Sciences
Operations research
Computer science
Science
Decision Making
Social Sciences
02 engineering and technology
Research and Analysis Methods
Infographics
Decision Support Techniques
Social Networking
Viral marketing
Sociology
0202 electrical engineering, electronic engineering, information engineering
Humans
Centrality
Marketing
Multidisciplinary
Social network
business.industry
Information Dissemination
Simulation and Modeling
Data Visualization
Applied Mathematics
020206 networking & telecommunications
Complex network
Charts
Social marketing
Communications
Algebra
Social Networks
Linear Algebra
Social Marketing
Physical Sciences
Medicine
020201 artificial intelligence & image processing
business
Eigenvectors
Algorithms
Software
Network Analysis
Mathematics
Research Article
Subjects
Details
- ISSN :
- 19326203
- Volume :
- 13
- Issue :
- 12
- Database :
- OpenAIRE
- Journal :
- PloS one
- Accession number :
- edsair.doi.dedup.....4f344a40e87af1e4d2d929bfcdec0a9f