New PDF release: Algorithmic Decision Theory: 4th International Conference,

By Toby Walsh

This e-book constitutes the completely refereed convention court cases of the 4th overseas convention on Algorithmic determination idea , ADT 2015, held in September 2015 in Lexington, united states. The 32 complete papers awarded have been rigorously chosen from seventy six submissions. The papers are prepared in topical sections comparable to personal tastes; manipulation, studying and different concerns; application and selection concept; argumentation; bribery and keep an eye on; social selection; allocation and different difficulties; doctoral consortium.

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Extra info for Algorithmic Decision Theory: 4th International Conference, ADT 2015, Lexington, KY, USA, September 27-30, 2015, Proceedings

Example text

Placing these trees as the left and the right subtrees of ϕD respectively results in a P-tree of depth at most n that represents . Compact Representation of P-trees. Proposition 1 shows P-trees to have high expressive power. However, the construction described in the proof has little practical use. First, the P-tree it produces may have a large size due to the large sizes of labeling formulas that are generated. Second, to apply it, one would need to have an explicit enumeration of the preorder to be modeled, and that explicit representation in practical settings is unavailable.

A preference tree (P-tree, for short) over I is a binary tree with all nodes other than leaves labeled with propositional formulas over I. Each P-tree T defines a natural strict order T on the set of its leaves, the order of their enumeration from left to right. Given an outcome M ∈ CD(I), we define the leaf of M in T as the leaf reached by starting at the root of T and proceeding downwards. When at a node t labeled with ϕ, if M |= ϕ, we descend to the left child of t; otherwise, we descend to the right child of t.

For an ASO-rule r of form (1), we define a P-tree Tr as shown in Fig. 7. That is, every node in Tr has the right child only (the left child is a leaf representing an outcome and is not explicitly shown). Moreover, the labels of nodes from the root down are defined as follows: ϕ1 = ¬B ∨ C1 , and ϕi = Ci (2 ≤ i ≤ m). ϕ1 ϕ2 ϕm Fig. 7. A P-tree Tr Theorem 1. Given an ASO-rule r, the P-tree Tr has size linear in the size of r, and for every two outcomes M and M M ASO r M iff M Tr M Proof. The P-tree Tr induces a total preorder Tr where outcomes satisfying ϕ1 are preferred to outcomes satisfying ¬ϕ1 ∧ ϕ2 , which are then preferred to outcomes satisfying ¬ϕ1 ∧ ¬ϕ2 ∧ ϕ3 , and so on.

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