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</script>doi: 10.46298/dmtcs.2114
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).
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
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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