Statistical Neural Network Analysis Package (SNNAP) Overview and Demonstration of Facilities

Abstract

The Statistical Neural Network Analysis Package (SNNAP) was developed to support research and application of neural network personnel models within the Armstrong Laboratory and other government agencies. The package provides extensive facilities for developing and analyzing networks. It utilizes training heuristics developed in prior research to improve out-of-sample performance of network models. SNNAP provides extensive tools for analyzing and visualizing the structure of trained network models. The report provides an overview of SNNAP facilities and an extensive example using SNNAP to analyze the linkage between task performance, task experience, and airman aptitude.

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Document Details

Document Type
Technical Report
Publication Date
Dec 01, 1992
Accession Number
ADA260125

Entities

People

  • Kevin M. Borden
  • Sheree K. Engquist
  • Vince L. Wiggins

Tags

Communities of Interest

  • Human Systems

DTIC Thesaurus Topics

  • Air Force
  • Applied Psychology
  • Artificial Intelligence
  • Computer Programs
  • Computers
  • Data Sets
  • Governments
  • Human Resources
  • Neural Networks
  • Operating Systems
  • Pattern Recognition
  • Probability
  • Statistics
  • Task Performance And Analysis
  • Three Dimensional
  • Two Dimensional
  • Word Processors

Fields of Study

  • Computer science

Readers

  • Computer Science.
  • Instructional Design and Training Evaluation.
  • Neural Network Machine Learning.

Technology Areas

  • AI & ML
  • AI & ML - Neural Networks