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Partial Updates: Losing Information for Freshness

机译:部分更新:丢失有关新鲜度的信息

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We consider an information updating system where a source produces updates as requested by a transmitter. The transmitter further processes these updates in order to generate partial updates, which have smaller information compared to the original updates, to be sent to a receiver. We study the problem of generating partial updates, and finding their corresponding real-valued codeword lengths, in order to minimize the average age experienced by the receiver, while maintaining a desired level of mutual information between the original and partial updates. This problem is NP hard. We relax the problem and develop an alternating minimization based iterative algorithm that generates a pmf for the partial updates, and the corresponding age-optimal real-valued codeword length for each update. We observe that there is a tradeoff between the attained average age and the mutual information between the original and partial updates.
机译:我们考虑一种信息更新系统,其中源根据发送方的请求进行更新。发送器进一步处理这些更新,以便生成部分更新,该部分更新与原始更新相比具有较小的信息,以发送给接收器。我们研究了生成部分更新并找到它们对应的实值码字长度的问题,以使接收器所经历的平均年龄最小化,同时保持原始更新和部分更新之间的互信息水平。这个问题是NP难的。我们放松了这个问题,并开发了一种基于交替最小化的迭代算法,该算法为部分更新生成pmf,并为每次更新生成相应的年龄最优实值码字长度。我们观察到,在达到的平均年龄与原始更新和部分更新之间的相互信息之间存在折衷。

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