English

Partial Updates: Losing Information for Freshness

Information Theory 2020-01-30 v1 Networking and Internet Architecture Signal Processing math.IT

Abstract

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 partialpartial updatesupdates, 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.

Cite

@article{arxiv.2001.11014,
  title  = {Partial Updates: Losing Information for Freshness},
  author = {Melih Bastopcu and Sennur Ulukus},
  journal= {arXiv preprint arXiv:2001.11014},
  year   = {2020}
}
R2 v1 2026-06-23T13:24:23.127Z