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Mechanism Design on Discrete Lines and Cycles Elad Dokow, Michal Feldman, Reshef Meir and Ilan Nehama
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Example (line + graph?) Previous work – SV, Alon, Moulin Example of non-dictatorial mechanism on small cycles Main result on cycles Proof outline implications Characterization on cube ?
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Example Suppose we have two agents, A and B Mechanism: take the average A mechanism is strategyproof if agents can never benefit from lying = the distance from their location cannot decrease by misreporting it 3 Slides are courtesy of Ariel Procaccia
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Example B B E E C C D D A A B B Mechanism: select the leftmost reported location Mechanism is strategyproof B B 4 Also ok: Second from the left, Median, etc.
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Discrete facility location 5 A facility cannot be placed just anywhere Allowed locations are vertices of a graph (unweighted) Agents care about their distance from the facility
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Main questions Given a graph G, characterize all deterministic strategyproof (SP) mechanisms on G Are there SP mechanisms with good social welfare?
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Previous work Schummer and Vohra 2004: Full characterization on continuous Lines, Cycles and Trees. – On every continuous cycle there is a dictator Alon et al. 2010: – optimal welfare on (cont.) Trees – Ω(n) approximation on cyclic graphs – Randomized mechanisms Moulin 1980: Single-peaked preferences.
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Notations Denote x = f(a) = f(a 1,a 2,…,a n ) d(x,y) is the distance between x and y A k-dictator is an agent that is always at distance (at most) k from the facility, i.e. d(a i,f(a)) ≤ k for all a A mechanism is anonymous if it treats all agents symmetrically (“fairly”)
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Main result 1 A full characterization of onto SP mechanisms on discrete lines What about cycles?
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Non dictatorial mechanisms Consider a small cycle (e.g. |C|=6)
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Non dictatorial mechanisms Take the longest arc between a pair of agents
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Non dictatorial mechanisms Take the longest arc between a pair of agents Place the facility on the agent opposing the arc
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Main result 2 Every SP and onto mechanism on (sufficiently large) cycles has a 1-dictator
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Main result 2 Every SP and onto mechanism on (sufficiently large) cycles has a 1-dictator
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Proof outline The case of two agents: – Every SP and onto mechanism is unanimous – “ “ “ “ is Pareto – The facility must be next to some agent – It is always the same agent (the 1-dictator)
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Proof outline (cont.) For three agents: – Either (a) there is a 1-dictator, or (b) every pair is a “dictator” when in the same place – For large cycles, (b) is impossible – Thus there is a 1-dictator For n>3 agents: – A reduction to n-1 agents (similar to SV’04)
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How large are large cycles? # of agentsAnonymousNon-dictatorial1-Dictatorial n = 2Size ≤ 12-Size ≥ 13 n = 3 n > 3
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How large are large cycles? # of agentsAnonymousNon-dictatorial1-Dictatorial n = 2Size ≤ 12-Size ≥ 13 n = 3Size ≤ 14 (and 16)-Size ≥ 17 (and 15) n > 3Impossible if size>nSize ≤ 14 (and 16)Size ≥ 17 (and 15) Our proof only works for size ≥ 22 For smaller cycles – used exhaustive search Search space size is |C| (|C| n ) [= 20 8000 for |C|=20] …but we can narrow it significantly
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Implications Graphs with several cycles A lower bound on the social cost A simpler proof for the continuous case Applications for Judgment aggregation and Binary classification
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The Binary cube There is a natural embedding of lines in the Binary cube
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The Binary cube There is a natural embedding of lines in the Binary cube Also for cycles of even length
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The Binary cube There is a natural embedding of lines in the Binary cube Also for cycles of even length
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The Binary cube We can characterize onto SP mechanisms using properties defined w.r.t. the cube. Lines(Large) even-sized cycles
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The Binary cube We can characterize onto SP mechanisms using properties defined w.r.t. the cube. Lines(Large) even-sized cycles Cube-monotone
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The Binary cube We can characterize onto SP mechanisms using properties defined w.r.t. the cube. Lines(Large) even-sized cycles Cube-monotone Independent of Disjoint Attributes (IDA)
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The Binary cube We can characterize onto SP mechanisms using properties defined w.r.t. the cube. Lines(Large) even-sized cycles Cube-monotone Independent of Disjoint Attributes (IDA) 1-Dictatorial
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The Binary cube We can characterize onto SP mechanisms using properties defined w.r.t. the cube. Lines(Large) even-sized cycles Cube-monotone Independent of Disjoint Attributes (IDA) 1-IIA1-Dictatorial
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Future work Other graph topologies – trees Randomized mechanisms – An open question: is there a topology where every SP mechanism is a random dictator?
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