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Multidimensional Array Data Management Florin Rusu

Multidimensional Array Data Management By Florin Rusu

Multidimensional Array Data Management by Florin Rusu


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Summary

Provides a comprehensive guide for past, present, and future research in array data management from a database perspective. Unlike previous surveys that are limited to raster processing in the context of scientific data, this survey considers all types of arrays: rasters, data cubes, and tensors.

Multidimensional Array Data Management Summary

Multidimensional Array Data Management by Florin Rusu

Multidimensional arrays are one of the fundamental computing abstractions to represent data across virtually all areas of science and engineering, and beyond. Due to their ubiquity, multidimensional arrays have been studied extensively across many areas of computer science. This survey provides a comprehensive guide for past, present, and future research in array data management from a database perspective. Unlike previous surveys that are limited to raster processing in the context of scientific data, this survey considers all types of arrays: rasters, data cubes, and tensors. The author's goal is to identify and analyze the most important research ideas on arrays and to serve two objectives: first, to summarize the most relevant work on multidimensional array data management by identifying the major research problems; and second, to organize this material to provide an accurate perspective on the state-of-the-art and future directions in array processing.

Multidimensional Array Data Management covers all data management aspects, from array algebras and query languages to storage strategies, execution techniques, and operator implementations. Moreover, the author discusses which research ideas are adopted in real systems and how are they integrated in complete data processing pipelines. Finally, the author compares arrays with the relational data model. The result is a thorough survey on array data management that is an excellent resource for anyone interested in this topic, independent of experience level.

Table of Contents

  • 1. Introduction
  • 2. Multidimensional Arrays
  • 3. Multidimensional Array Operations
  • 4. Algebras and Query Languages for Multidimensional Arrays
  • 5. Multidimensional Array Storage
  • 6. Multidimensional Array Processing
  • 7. Multidimensional Array Systems
  • 8. Future Directions
  • Acknowledgments
  • References

    Additional information

    NPB9781638281481
    9781638281481
    1638281483
    Multidimensional Array Data Management by Florin Rusu
    New
    Paperback
    now publishers Inc
    2023-02-22
    164
    N/A
    Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
    This is a new book - be the first to read this copy. With untouched pages and a perfect binding, your brand new copy is ready to be opened for the first time

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