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Complex cognitive systems, such as social networks, robotic swarms, or biological networks, are composed of individual entities (the agents) whose actions typically arise from some sophisticated form of “social” interaction with other agents. For example, consider the way humans form their individual opinions about a certain phenomenon. The opinions take shape via repeated interactions with other individuals (also called neighbors), whether through physical contact or virtually. A diffusion mechanism emerges through which opinions, information, or even fake news propagate across the network. Distributed social learning strategies arise also over man-engineered systems. Consider a robotic swarm deployed over a hazardous area, where some robots operating under disadvantageous conditions (e.g., with limited visibility or partial information) would only be able to perform their actions (such as saving a life during a rescue operation) by leveraging significant cooperation from other robots that may have better access to critical information. Nature itself provides many other excellent examples of cooperative learning through the sophisticated dynamics over biological networks. We will generally refer to these types of systems as multi-agent networks.
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Hardcover. Condizione: new. Hardcover. Complex cognitive systems, such as social networks, robotic swarms, or biological networks, are composed of individual entities (the agents) whose actions typically arise from some sophisticated form of social interaction with other agents. For example, consider the way humans form their individual opinions about a certain phenomenon. The opinions take shape via repeated interactions with other individuals, whether through physical contact or virtually. A diffusion mechanism emerges through which opinions, information, or even fake news propagate.Social learning also arises over man-made systems in the form of decision-making strategies by multiple agents interacting over a network. Consider a robotic swarm deployed over a hazardous area, where some robots operating under disadvantageous conditions (e.g., with limited visibility or partial information) would only be able to perform their task (such as saving a life during a rescue operation) by leveraging significant cooperation from other robots that have better access to critical information. Nature itself provides many other excellent examples of cooperative learning in the form of biological networks.The main topic of this book relates to mechanisms for information diffusion and decision-making over graphs, and the study of how agents decisions evolve dynamically through interactions with neighbors and the environment. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability. Codice articolo 9781638284727
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Social Learning (Hardcover)
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Hardcover. Condizione: new. Hardcover. Complex cognitive systems, such as social networks, robotic swarms, or biological networks, are composed of individual entities (the agents) whose actions typically arise from some sophisticated form of social interaction with other agents. For example, consider the way humans form their individual opinions about a certain phenomenon. The opinions take shape via repeated interactions with other individuals, whether through physical contact or virtually. A diffusion mechanism emerges through which opinions, information, or even fake news propagate.Social learning also arises over man-made systems in the form of decision-making strategies by multiple agents interacting over a network. Consider a robotic swarm deployed over a hazardous area, where some robots operating under disadvantageous conditions (e.g., with limited visibility or partial information) would only be able to perform their task (such as saving a life during a rescue operation) by leveraging significant cooperation from other robots that have better access to critical information. Nature itself provides many other excellent examples of cooperative learning in the form of biological networks.The main topic of this book relates to mechanisms for information diffusion and decision-making over graphs, and the study of how agents decisions evolve dynamically through interactions with neighbors and the environment. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Codice articolo 9781638284727
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