An Application of Bayes Theorem as a Hypothesis-selection Aid in a Complex Information-processing System

An Application of Bayes Theorem as a Hypothesis-selection Aid in a Complex Information-processing System
Author: Jack F. Southard
Publisher:
Total Pages: 0
Release: 1964
Genre:
ISBN:

The first of a series of experiments investigating the value of automated hypothesis-evaluation aids in multimanmachine systems devoted to assessing or diagnosing threat is described. In the experiment, an eight-man team evaluated threats posed by a hypothetical aggressor. The team made these evaluations on the basis of intelligence information gathered during simulated reconnaissance overflights of aggressor's territory. The primary output of the threat-evaluation team was the commanding officer's posterior probabilities estimates as to aggressor's most likely hostile strategies. During half of the experimental trials, the commander had access to computer-produced posterior probabilities based upon a modification of the Bayes Theorem. The major experimental issue was whether or not these would aid the commander in his hypothesis evaluation. Also investigated was the effect of data-processing load upon system operation. Although some improvement in the posterior probabilities estimates resulted from the commander's having access to the hypothesis-evaluation aid and this improvement became more pronounced as system load increased, the main-order effect of access to the aid was not found to be statistically significant. (Author).

Subject Control Over a Bayesian Hypothesis-selection Aid in a Complex Information-processing System

Subject Control Over a Bayesian Hypothesis-selection Aid in a Complex Information-processing System
Author: Jack F. Southard
Publisher:
Total Pages: 56
Release: 1964
Genre: Decision making
ISBN:

"This report describes the second experiment in a series devoted to estimating the effectiveness of automated hypothesis selection in man-machine systems in which threat evaluations or threat diagnoses are being performed. In the experiment an eight-man team produced evaluations of various threats posed by a hypothetical aggressor. These evaluations were made on the basis of intelligence information gathered on simulated reconnaissance overflights of the homeland area of the aggressor. IBM 1401 and 7090 computer facilities provided the means for generating the complex stimulus environment or data base. The primary output from this threat evaluation team was a series of a posteriori probabilities estimations produced by the team's commanding officer (CO). These estimations represented the CO's judgments as to the most likely of the four response alternatives available to the aggressor in deploying his forces along a border of contention. In three of the four experimental conditions the CO was provided with a hypothesis-selection aid based upon a modification of Bayes' theorem (MBT). In these three conditions the CO was permitted to exert an increasing amount of control over the MBT-aid mechanism. He exerted control either by adjustment of certain parameters in the MBT model or by direct insertion of conditional probabilities into the model. The purpose of the experiment was to observe whether increasing control over the MBT-aid mechanism would increase the user's acceptance of the aid and improve his threat-diagnosis performance. The CO's threat-evaluation performance did improve during the course of the experiment but independently of the MBT-aid configuration. Throughout the experiment, solutions of a posteriori probabilities based upon the MBT were calculated by the experimenter for comparison with the human estimates. These two sets of estimates were strikingly similar. The CO's estimates, although quite conservative in early trials, became noticeably less conservative as the experiment progressed. The overall difference between the accuracy of the CO and MBT estimations was negligible."--Abstract

Bibliography of Reports

Bibliography of Reports
Author: United States. Wright Air Development Division. Behavioral Sciences Laboratory
Publisher:
Total Pages: 20
Release: 1965
Genre:
ISBN:

Advances in Computers

Advances in Computers
Author:
Publisher: Academic Press
Total Pages: 423
Release: 1971-06-26
Genre: Computers
ISBN: 008056643X

Advances in Computers