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Hypermedia and randomized algorithms for medical expert systems

Authors
Journal
Computer Methods and Programs in Biomedicine
0169-2607
Publisher
Elsevier
Publication Date
Volume
32
Issue
1
Identifiers
DOI: 10.1016/0169-2607(90)90081-j
Keywords
  • Probabilistic Expert System
  • Computational Complexity Theory
  • Randomized Algorithm
  • Medical Informatics
Disciplines
  • Biology
  • Computer Science
  • Design
  • Logic
  • Mathematics
  • Medicine

Abstract

Abstract KNET is an environment for contructing probabilistic, knowledge-intensive systems within the axiomatic framework of decision theory. The KNET architecture defines a complete separation between the hypermedia user interface on the one hand, and the representation and management of expert opinion on the other. KNET offers a choice of algorithms for probabilistic inference. We and our coworkers have used KNET to built consultation systems for lymph-node pathology, bone-narrow transplantation therapy, clinical epidemiology, and alarm management in the intensive-care unit. Most important, KNET contains a randomized approximation scheme (RAS) for the difficult and almost certainly intractable problem of Bayesian inference. Our algorithm can, in many circumstances, perform efficient approximate inference in large and richly interconnected models of medical diagnosis. In this article, we describe the architecture of KNET, construct a randomized algorithm for probabilistic inference, and analyze the algorithm's performance. Finally, we characterize our algorithms' empiric behavior and explore its potential for parallel speedups. From design to implementation, then, KNET demonstrate the crucial interaction between theoretical computer science and medical informatics.

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