LNCS 2810 Guided Incremental Construction of Belief Networks 1st Edition by Charles Sutton, Brendan Burns, Clayton Morrison, Paul Cohen  ISBN 3540452311 9783540452317

LNCS 2810 – Guided Incremental Construction of Belief Networks 1st Edition by Charles A. Sutton, Brendan Burns, Clayton Morrison, Paul R. Cohen  – Ebook PDF Instant Download/Delivery. 3540452311, 9783540452317

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Product details:

ISBN 10: 3540452311

ISBN 13: 9783540452317

Author:  Charles A. Sutton, Brendan Burns, Clayton Morrison, Paul R. Cohen  

LNCS 2810 – Guided Incremental Construction of Belief Networks 1st Edition: Because uncertain reasoning is often intractable, it is hard to reason with a large amount of knowledge. One solution to this problem is to specify a set of possible models, some simple and some complex, and choose which to use based on the problem. We present an architecture for interpreting temporal data, called AIID, that incrementally constructs belief networks based on data that arrives asynchronously. It synthesizes the opportunistic control of the blackboard architecture with recent work on constructing belief networks from fragments. We have implemented this architecture in the domain of military analysis.

 

LNCS 2810 – Guided Incremental Construction of Belief Networks 1st Edition Table of contents:

1 Introduction

2 Blackboard Systems

3 Belief Networks

3.1 Background

3.2 Construction of Networks from Fragments

4 Architecture

4.1 The Blackboard

4.2 Knowledge Sources

4.3 Control

5 Example

6 Implementation

7 Conclusion

 

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