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Discrete Mathematics & Theoretical Computer Science
Article . 2015 . Peer-reviewed
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Cost-effectiveness of algorithms

Authors: Graham Farr;

Cost-effectiveness of algorithms

Abstract

Discrete Algorithms In this paper we discuss how to assess the performance of algorithms for optimisation problems in a way that balances solution quality and time. We propose measures of cost-effectiveness for such algorithms. These measures give the gain in solution quality per time unit over a sequence of inputs, and give a basis for deciding which algorithm to use when aiming for best accumulated solution quality for a given time investment over such an input sequence. Cost-effectiveness measures can be defined for both average-case and worst-case performance. We apply these ideas to three problems: maximum matching, graph colouring and Kolmogorov complexity. For the latter, we propose a cost-effectiveness measure for the time-bounded complexity Kτ(x), and argue that it can be used to measure the cost-effectiveness both of finding a short program to output x and of generating x from such a program. Under mild assumptions, we show that (roughly speaking) if the time-bounded complexity Kτ(x) is to be a cost-effective approximation to K(x) then τ(n)=O(n2).

Keywords

graph colouring, optimisation, matching, [info.info-hc] computer science [cs]/human-computer interaction [cs.hc], [info.info-dm] computer science [cs]/discrete mathematics [cs.dm], Kolmogorov complexity, kolmogorov complexity, algorithms, [INFO.INFO-DM] Computer Science [cs]/Discrete Mathematics [cs.DM], QA1-939, [INFO.INFO-HC] Computer Science [cs]/Human-Computer Interaction [cs.HC], cost-effectiveness, Mathematics, performance measure, approximation algorithm

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citations
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).
BIP!Citations provided by BIP!
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).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green
Published in a Diamond OA journal