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Model Counting Meets Distinct Elements in a Data Stream

Model Counting Meets Distinct Elements in a Data Stream
A. Pavan, N. V. Vinodchandran, Arnab Bhattacharyya and Kuldeep S. Meel.
SIGMOD Record, 51(1):87–94, June 2022.

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Abstract

Constraint satisfaction problems (CSPs) and data stream models are two powerful abstractions to capture a wide variety of problems arising in different domains of computer science. Developments in the two communities have mostly occurred independently and with little interaction between them. In this work, we seek to investigate whether bridging the seeming communication gap between the two communities may pave the way to richer fundamental insights. To this end, we focus on two foundational problems: model counting for CSPs and computation of zeroth frequency moments (F0) for data streams.

BibTeX

@article{PVBM22,
  author    = {A. Pavan and
               N. V. Vinodchandran and
               Arnab Bhattacharyya and
               Kuldeep S. Meel},
  title     = {Model Counting Meets Distinct Elements in a Data Stream},
  journal   = {SIGMOD Record},
  volume    = {51},
  number    = {1},
  bib2html_rescat={Counting,Data Streams},
  pages     = {87--94},
  year      = {2022},
  month     = jun,
  bib2html_pubtype={Journal},
  url       = {https://doi.org/10.1145/3542700.3542721},
  abstract={
  Constraint satisfaction problems (CSPs) and data stream models are two powerful abstractions to capture a wide variety of problems arising in different domains of computer science. Developments in the two communities have mostly occurred independently and with little interaction between them. In this work, we seek to investigate whether bridging the seeming communication gap between the two communities may pave the way to richer fundamental insights. To this end, we focus on two foundational problems: model counting for CSPs and computation of zeroth frequency moments (F0) for data streams.
  },
}

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