AIMar 6, 2013

Two Procedures for Compiling Influence Diagrams

arXiv:1303.1494v19 citations
Originality Synthesis-oriented
AI Analysis

This work addresses decision-making for human teams under time constraints, but it appears incremental as it builds on existing influence diagram methods.

The authors tackled the problem of deriving decision procedures for time-constrained human teams by presenting two algorithms that compile influence diagrams into simple, near-optimal decision rules, achieving completeness and consistency.

Two algorithms are presented for "compiling" influence diagrams into a set of simple decision rules. These decision rules define simple-to-execute, complete, consistent, and near-optimal decision procedures. These compilation algorithms can be used to derive decision procedures for human teams solving time constrained decision problems.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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