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DOI: 10.14569/IJACSA.2022.01305112
PDF

Cache Complexity of Cache-Oblivious Approaches: A Review and Extension

Author 1: Inas Abuqaddom
Author 2: Sami Serhan
Author 3: Basel A. Mahafzah

International Journal of Advanced Computer Science and Applications(IJACSA), Volume 13 Issue 5, 2022.

  • Abstract and Keywords
  • How to Cite this Article
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Abstract: The latest direction in cache-aware/cache-efficient algorithms is to use cache-oblivious algorithms based on the cache-oblivious model, which is an improvement of the external-memory model. The cache-oblivious model utilizes memory hierarchies without knowing memories’ parameters in advance since algorithms of this model are automatically tuned according to the actual memory parameters. As a result, cache-oblivious algorithms are particularly applied to multi-level caches with changing parameters and to environments in which the amount of available memory for an algorithm can fluctuate. This paper shows the state of the art in cache-oblivious algorithms and data structures; each with its complexity concerning cache misses, which is called cache complexity. Additionally, this paper intro-duces an extension to minimize the cache complexity of neural networks by applying an appropriate cache-oblivious approach to neural networks.

Keywords: Cache complexity; cache-oblivious algorithm; mem-ory hierarchy; neural network

Inas Abuqaddom, Sami Serhan and Basel A. Mahafzah, “Cache Complexity of Cache-Oblivious Approaches: A Review and Extension” International Journal of Advanced Computer Science and Applications(IJACSA), 13(5), 2022. http://dx.doi.org/10.14569/IJACSA.2022.01305112

@article{Abuqaddom2022,
title = {Cache Complexity of Cache-Oblivious Approaches: A Review and Extension},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2022.01305112},
url = {http://dx.doi.org/10.14569/IJACSA.2022.01305112},
year = {2022},
publisher = {The Science and Information Organization},
volume = {13},
number = {5},
author = {Inas Abuqaddom and Sami Serhan and Basel A. Mahafzah}
}



Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

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