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Lyapunov-based emotion-aware switching in hybrid human-artificial intelligence customer service systems | Synapse
March 3, 2026
Lyapunov-based emotion-aware switching in hybrid human-artificial intelligence customer service systems
ZT
Zehan Tan
Millennium Engineering and Integration (United States)
HS
Henghua Shen
Macao Polytechnic University
Key Points
Enhancements in customer service show a notable increase in satisfaction through emotion-aware mechanisms.
The approach utilizes a Lyapunov-based method to optimize switching between human and artificial intelligence interaction.
Hybrid systems were analyzed for their effectiveness in responding to customer emotions during service interactions.
These findings highlight the potential for better customer experiences in AI-powered environments.
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Tan et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75e53c6e9836116a28cc8
https://doi.org/https://doi.org/10.1016/j.ins.2026.123172
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