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Thesis . 2013
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Thesis . 2013
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Data sources: Datacite
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Accurate inner product for vectors of middle to large dimension

Authors: Ohlhus, Kai Torben;

Accurate inner product for vectors of middle to large dimension

Abstract

The inner product is one of the most elementary algebraic operations and the basis for a large number of numerical applications and computations that are performed using binary floating-point arithmetic on computers. Depending on the condition of the input data, straight forward implementations of the inner product are very inaccurate and of limited use for verified computations. To overcome this issue, many algorithms have been developed in the past with different strengths and weaknesses. This Master’s Thesis introduces new algorithms for summation and inner product computation, that make use of the Fused Multiply-Add (FMA) instruction, which will be part of upcoming state of the art computer instruction sets. The proposed algorithms scale well for vector lengths of about 103 elements and more.

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Keywords

Fused Multiply-Add (FMA), accurate inner product, accurate summation

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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