Collective Problem Solving: Functionality beyond the Individual
نویسنده
چکیده
Following a non-reductionist approach to the explanation of higher functionality observed in collective problem solvers, a simple agent-based model is used to “solve” a sequential problem a maze. Larger collectives of the individual agents are observed in the simulations to locate a minimal path, even though the agents are non-interacting, have no global perception of the maze and use rules that do not include logic for finding a shorter path. The convergence to an optimal path is argued to be a demonstration of both an emergent problem formulation and emergent problem solution. Furthermore, many of the dynamics and properties of cooperating collectives are observed: performance of the collective greater than that of the average individual, reduced performance with less diversity, ability to function in the presence of extreme noise and information loss, improved collective performance with established individual problem solvers, path sensitivity to individual contributions but limited sensitivity of group performance, and others. The implications of the results to the formation of self-organizing knowledge and decision making systems are discussed.
منابع مشابه
کنش جمعی؛ نقطه اتصال تفکر نهادگرا و نگرش برنامهریزی ارتباطی
Institution is the collective action in control, liberation, and expansion of individual action; so that individuals are identified and realized through their participation in institutions. In the institutionalist perspective, the question of planning goes beyond the dichotomy of public-private sectors, and is transmuted from being an individual or interpersonal activity to an aspect of govern...
متن کاملCollective Problem-Solving: The Role of Self-Efficacy, Skill, and Prior Knowledge
Self-efficacy is essential to learning but what happens when learning is done as a result of a collective process? What is the role of individual self-efficacy in collective problem solving? This research examines the manifestation of self-efficacy in prediction markets that are configured as collective problem-solving platforms and whether self-efficacy of traders affects the collective outcom...
متن کاملCrowdsourcing as an Innovative Communication Strategy in Early Melanoma Detection
Background: Skin self-examination (SSE) is the primary method for identifying atypical moles. Unfortunately, past research has shown that SSE has low sensitivity. The current study investigates whether collective effort can improve SSE. Collective effort problem solving, or crowdsourcing, uses the intelligence of a group to make decisions; for example, contestants on game shows use collective e...
متن کاملCollective Problem Solving Through Coordinated Reaction
|We present a methodology, called Constraint Partition and Coordinated Reaction (CP&CR), for collective, evolutionary problem solving. Problem solving is viewed as an emergent functionality from the evolving process of a group of diverse, interacting, and well-coordinated reactive agents. Cheap and e ective search knowledge is extracted from local interactions and embedded in the coordination m...
متن کاملSocial Learning Strategies Reconcile the Relationship Between Network Structure and Collective Problem Solving
We study how different social learning strategies, composed of cognitively plausible rules that guide information search, stopping search and decision making, affect population-level performance in a collective problem-solving task. We show that different social learning strategies lead to remarkably different outcomes and demonstrate how these outcomes are affected by the communication network...
متن کامل