This work proposes a hybrid model that combines the Galam model of opinion dynamics with the Bass diffusion model used in technology adoption on Barabasi–Albert complex networks. The main idea is to advance a version of the Bass model that can suitably describe an opinion formation context while introducing irreversible transitions from group B (opponents) to group A (supporters). Moreover, we extend the model to take into account the presence of a charismatic competitor, which fosters conversion back to the old technology. The approach is different from the introduction of a mean field due to the interactions driven by the network structure. Additionally, we introduce the Kolmogorov–Sinai entropy to quantify the system’s unpredictability and information loss over time. The results show an increase in the regularity of the trajectories as the preferential attachment parameter increases.
Hybrid Galam–Bass Model for Technology Innovation / Rotundo, G., Cerqueti, R., Dhesi, G., Herteliu, C., Kaur, P., Ausloos, M.. - In: ENTROPY. - ISSN 1099-4300. - 27:8(2025). [10.3390/e27080789]
Hybrid Galam–Bass Model for Technology Innovation
Cerqueti, RoySecondo
Methodology
;Ausloos, MarcelUltimo
Formal Analysis
2025
Abstract
This work proposes a hybrid model that combines the Galam model of opinion dynamics with the Bass diffusion model used in technology adoption on Barabasi–Albert complex networks. The main idea is to advance a version of the Bass model that can suitably describe an opinion formation context while introducing irreversible transitions from group B (opponents) to group A (supporters). Moreover, we extend the model to take into account the presence of a charismatic competitor, which fosters conversion back to the old technology. The approach is different from the introduction of a mean field due to the interactions driven by the network structure. Additionally, we introduce the Kolmogorov–Sinai entropy to quantify the system’s unpredictability and information loss over time. The results show an increase in the regularity of the trajectories as the preferential attachment parameter increases.| File | Dimensione | Formato | |
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Note: Hybrid Galam–Bass Model for Technology Innovation
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