k-Majority Digraphs and the Hardness of Voting with a Constant Number of Voters
Many hardness results in computational social choice make use of the fact that every directed graph may be induced as the pairwise majority relation of some preference profile. However, this fact requires a number of voters that is almost linear in the number of alternatives. It is therefore unclear...
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Zusammenfassung: | Many hardness results in computational social choice make use of the fact
that every directed graph may be induced as the pairwise majority relation of
some preference profile. However, this fact requires a number of voters that is
almost linear in the number of alternatives. It is therefore unclear whether
these results remain intact when the number of voters is bounded, as is, for
example, typically the case in search engine aggregation settings. In this
paper, we provide a systematic study of majority digraphs for a constant number
of voters resulting in analytical, experimental, and complexity-theoretic
insights. First, we characterize the set of digraphs that can be induced by two
and three voters, respectively, and give sufficient conditions for larger
numbers of voters. Second, we present a surprisingly efficient implementation
via SAT solving for computing the minimal number of voters that is required to
induce a given digraph and experimentally evaluate how many voters are required
to induce the majority digraphs of real-world and generated preference
profiles. Finally, we leverage our sufficient conditions to show that the
winner determination problem of various well-known voting rules remains hard
even when there is only a small constant number of voters. In particular, we
show that Kemeny's rule is hard to evaluate for 7 voters, while previous
methods could only establish such a result for constant even numbers of voters. |
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DOI: | 10.48550/arxiv.1704.06304 |