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All research Conference paper · 2006 · SAT-06

Encoding CNFs to Empower Component Analysis

Mark Chavira · Adnan Darwiche

One of the three papers the 2008 reference builds on. How a network is written into logic decides how well a model counter can break the problem into independent parts.

What it showed

Weighted model counting works on a logical encoding of the network, and model counters gain their speed by splitting a formula into independent components and counting each separately. This paper shows that the encoding itself decides how much of that splitting is possible, and gives encodings that expose more of it. The 2008 journal paper names it as one of the three papers it is based on.

Why it matters

It is part of the answer to why the method scales where others do not: the structure of a real system has to be written down in a form the counter can take apart.

Scope

A methods paper on encodings. No product claims attach to it.

More research.

JOURNAL · 2008 On probabilistic inference by weighted model counting Overview CONFERENCE · 2008 Diagnosing Faults in Electrical Power Systems of Spacecraft and Aircraft Overview JOURNAL · 2010 Probabilistic Model-Based Diagnosis: An Electrical Power System Case Study Overview

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