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Computer Science > Mathematical Software

Title: MATLAB Simulator of Level-Index Arithmetic

Abstract: Level-index arithmetic appeared in the 1980s. One of its principal purposes is to abolish the issues caused by underflows and overflows in floating point. However, level-index arithmetic does not expand the set of numbers but spaces out the numbers of large magnitude even more than floating-point representations to move the infinities further away from zero: gaps between numbers on both ends of the range become very large. We revisit level index by presenting a custom precision simulator in MATLAB. This toolbox is useful for exploring performance of level-index arithmetic in research projects, such as using 8-bit and 16-bit representations in machine learning algorithms where narrow bit-width is desired but overflow/underflow of floating-point representations causes difficulties.
Subjects: Mathematical Software (cs.MS); Hardware Architecture (cs.AR); Numerical Analysis (math.NA)
Cite as: arXiv:2402.02301 [cs.MS]
  (or arXiv:2402.02301v2 [cs.MS] for this version)

Submission history

From: Mantas Mikaitis [view email]
[v1] Sat, 3 Feb 2024 23:49:08 GMT (21kb)
[v2] Fri, 26 Apr 2024 16:09:10 GMT (21kb)

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