n South African Computer Journal - Truth in advertising : reporting performance of computer programs, algorithms and the impact of architecture and systems environment
|Article Title||Truth in advertising : reporting performance of computer programs, algorithms and the impact of architecture and systems environment|
|© Publisher:||South African Computer Society (SAICSIT)|
|Journal||South African Computer Journal|
|Publication Date||Dec 2010|
|Pages||24 - 37|
|Keyword(s)||Comparison, Experiments, Reproducibility and University of the Witwatersrand|
The level of detail and precision that appears in the experimental methodology section computer science papers is usually much less than in natural science disciplines. This is partially justified by different nature of experiments. The experimental evidence presented here shows that the time taken by the same program varies so significantly on different CPUs that without knowing the exact model of CPU, it is difficult to compare the results. This is placed in context by analysing a cross-section of experimental results reported in the literature. The reporting of experimental results is sometimes insufficient to allow experiments to be replicated, and in some case is insufficient to support the claims made for the algorithms. Comparing the computational costs of two programs by running them on different computers - even with similar labels and nominal ratings − can be very misleading. New standards for reporting on algorithms results are suggested.
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