Msc thesis in collaboration with Bordeaux University - Benchmarking, SAT solving, Automated algorithm configuration
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Feb 10, 2021, 5:06:13 AM2/10/21
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to LIACS thesis projects
This project aims at developing an approach to efficiently compare the expected performance of two algorithms by carefully selecting a few problem instances on which to run the new method.
It can be applied to newly developed methods to solve computationally hard problems, particularly NP-hard problems, that needs to be formally compared with existing state-of-the-art methods, leading to extensive, time-consuming and resource-intensive experimentations. Such an approach would also benefit automated algorithm configuration whose purpose is to automate the choice of (hyper-)parameter values for a given algorithm. Deciding which among two possible sets of parameter values is the best is crucial for such configuration methods.