Evolutionary algorithms for some problems in telecommunications
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Grant number: | 12/08222-0 |
Support Opportunities: | Scholarships abroad - Research Internship - Doctorate |
Effective date (Start): | November 01, 2012 |
Effective date (End): | October 31, 2013 |
Field of knowledge: | Physical Sciences and Mathematics - Computer Science - Theory of Computation |
Principal Investigator: | Flávio Keidi Miyazawa |
Grantee: | Carlos Eduardo de Andrade |
Supervisor: | Mauricio G. C. Resende |
Host Institution: | Instituto de Computação (IC). Universidade Estadual de Campinas (UNICAMP). Campinas , SP, Brazil |
Research place: | AT&T Labs Research, United States |
Associated to the scholarship: | 10/05233-5 - Evolutionary algorithms for some problems in telecommunications, BP.DR |
Abstract Auctions are considered the most general way to allocate and to pricing of goods and services when it is not know the real value of them. Traditionally in an auction, it is negotiated a item or group of items where the agents involved, known as bidders, can only submit bids on one item or a package of items. This type of trading may not lead to economic efficiency of the market because the bidders may not be able to express their preferences completely. To work around this issue, the combinatorial auctions allow bidders to submit multiple bids for different subsets of items, not necessarily disjoint, and thus can express complementarity and substitutability among the items they want. The challenges of these types of auctions are the size of instances that are usually exponential in the number of bids made, and the winner determination problem that is NP-hard (even with a polynomial input), which requires a large computational effort. We are interested in the recent strategies to address these problems, such as specialized exact algorithms and heuristics that can ensure desirable economic properties, such as certain euiqlibria and fair pricing. For this, we propose the research and development of exact methods and heuristics, discussion and comparison with recent results from the literature, as well as computational experiments to prove the effectiveness and efficiency of the methods. (AU) | |
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