Table 1 Previous research on information diffusion
Key papers | Model specification | Applications | Contributions |
|---|---|---|---|
Goffman and Newill (1964) | SIR, SIS | Scientific theory | The first analogy development between information and disease diffusion |
Kawachi (2008) | SIR-variants | Rumor | The novel model with offsetting effect |
Fan (1985) | SIR | Financial information | The novel model with content characteristics ideodynamics model |
Shive (2010) | SIR | WOM of stock | Novel model with corporate financial information |
Shtatland and Shtatland (2008) | SIR | Financial information | Outbreak detection using the diffusion model |
Goldenberg et al. (2001) | SIR | Word of mouth (WOM) | The network effects on WOM |
Bampo et al. (2008) | ICM | WOM | The network effects on WOM |
Gruhl et al. (2004) | ICM | Blog | The empirical test |
Saito et al. (2008) | ICM | The method to estimate infection rate | |
Leskovec et al. (2007) | Network SIS | Blog | The empirical test |
Kubo et al. (2007) | SIR | Web forum | The analogy development between topic diffusion in the web forum and disease spread |
Toole et al. (2012) | Network SIS | The novel model with geolocation information, the empirical test | |
Myers et al. (2012) | ICM | The novel model with external effect | |
Tang et al. (2014) | Network SI | Chinese Twitter | The empirical test |
Liu and Zhang (2014) | ICM | Syntactic data | The novel model with rewiring friendship |
Wang et al. (2015) | Network SI | The novel model, emotion-based spreaderignorantstifler (ESIS) model |