Training Visual Pattern Recognition: Using Worked Examples to Aid Schema Acquisition.

Abstract

One challenge faced by those involved in the provision of training is to find methods of instruction which retain flexibility, and therefore provide efficient transfer of skills and the ability to adapt to similiar situations in the future. A goal of this thesis is to provoke the reader to think about the learner's mental software when faced with a task requiring recognition in a dynamic, cluttered visual domain that demands flexibility. For example, how does a quarterback learn to recognize and react appropriately to so many defensive patterns, even ones that he has not seen before? This paper briefly reviews some of the literature pertaining to vision research which illustrates how quickly one can recognize features in a scene. Next, this paper addresses features of perceptual learning, specifically Treisman's feature integration theory, and also reviews the cognitive literature relevant to training for transfer, flexibility and adaptability and applies it to the domain of visual pattern recognition. Particular attention will be given to the role of models, schema or principles in transfer, as well as the role of examples in facilitating schema acquisition and hence transfer. The current study investigated whether the use of worked examples aids in schema development, which is believed to be one possible explanation for flexibility in novel situations

Document Details

Document Type
Technical Report
Publication Date
Aug 01, 1993
Accession Number
ADA281859

Entities

People

  • Karin L. Nagel

Organizations

  • Air Force Institute of Technology

Tags

DTIC Thesaurus Topics

  • Acquisition
  • Identification
  • Instructions
  • Learning
  • Literature
  • Pattern Recognition
  • Recognition
  • Resilience
  • Training

Readers

  • Neural Network Machine Learning.
  • Systems Analysis and Design
  • Team-Based Human-Centered Cognitive Task Decision Making and Information Performance.

Technology Areas

  • AI & ML