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ACCESS AND SHARING CONTENTS THROUGH THE SOCIAL NETWORK: A POMDP APPROACH

机译:通过社交网络访问和共享内容:一种POMDP方法

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Users interact in the social network by exchanging useful information. The huge amount of traffic generated requires the design of an accurate model for good management. Hence, knowing the consumers' access patterns is of a great interest for content owners. We propose a study of the access and sharing patterns based on the content's popularity. We suppose that popularity is inferred by the observation of the number of views. Our goal is twofold. On the one hand, we aim to help users select the optimal action that allows content owners to decide to change or not the used social network to another to increase their profits and, on the other hand, to assist consumers, according to their area of interest, to decide to access or not a posted content. We establish a threshold structure of the optimal policies based on a trade-off study between profits (money, access to useful information, etc.) and costs (time spent to edit or consult content, etc.). The experimental results of the proposed analytical model show that both owners and consumers maximize their utility by choosing the best strategies.
机译:用户通过交换有用的信息在社交网络中进行交互。产生的大量流量要求设计一个正确的模型以进行良好的管理。因此,对于内容所有者而言,了解消费者的访问模式非常重要。我们建议根据内容的受欢迎程度研究访问和共享模式。我们认为,通过观察观看次数可以推断出受欢迎程度。我们的目标是双重的。一方面,我们旨在帮助用户选择最佳的操作,使内容所有者可以决定是否将使用的社交网络更改为其他社交网络,以增加他们的利润,另一方面,根据他们所关注的领域为消费者提供帮助兴趣,决定访问还是不发布内容。我们基于利润(金钱,对有用信息的访问等)与成本(编辑或咨询内容所花费的时间等)之间的权衡研究,建立了最优政策的门槛结构。所提出的分析模型的实验结果表明,所有者和消费者都可以通过选择最佳策略来最大化其效用。

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