Structured Memetic Automation for Online Human-Like Social Behavior Learning

Modelling other agents through evolutionary behaviours

“…There has seen some work of mutating agents in competitive swarm optimizer where the diversity of agents are maintained [25]. Memetic computation were also used to enhance decision making capability of multiple agents [22] and even for general agent-based computing [10]. Little research has been conducted to expand behavioural models of other agents given their known behaviours.…”

Complex task allocation for crowdsourcing in social network context

“…The workers in a social network are often coadjutant [33,63]. A worker w i will have certain obligations to provide assistance for another worker, w j , if w j has provided assistances for w i in the past.…”

“…Groups are very common organization forms in society [33,141]. In general, there are two typical types of groups, one is the groups with leaders, and the other is the groups without leaders [63,142]. In crowdsourcing environments, in which a crowd of workers is connected by social networks, the workers can cooperate to complete a complex task.…”

“…In our models, the workers are supposed to be cooperative with each other, which is draw from the conclusion that workers connected by social network are often coadjutant [33,63]. However, as many tasks are quite complex, we find that the budget of a task often be thousands dollars at the crowdsourcing platform.…”

“…In reality, people are often naturally organized into groups through social connections [23,33,60,61]. For example, many natural groups exist in which people are grouped according to gender, affiliations, research interests, or other common factors [22,62,63]; mobile device users within an area are grouped as a mobile cloud to provide pervasive crowdsourcing services [29].…”