Training Strategies for Tactical Pattern Recognition.

Abstract : The U.S. Army's decentralized command structure in AirLand Battle doctrine gives individual tactical commanders great responsibility. Notwithstanding the significant roles each staff member plays, the commander himself must be sufficiently cognizant of the battlefield situation to provide his staff with initial and continuing guidance. Moreover, commanders must be able to decide quickly how to respond to ever changing, dynamic conditions on the battlefield. It is often the case that commanders have to rely on intuition when determining how to respond to a particular situation, especially when operating under time pressure or uncertainty. According to The Command Estimate (CGSC ST 100-9, 1989), the key to effective decision making is the estimate of the situation, which is accomplished and revised on a continuous basis throughout planning and execution stages.

[1]  William J. Clancey,et al.  Acquiring, representing, and evaluating a competence model of diagnostic strategy , 1993 .

[2]  K. Ericsson,et al.  Prospects and limits of the empirical study of expertise: an introduction , 1991 .

[3]  Michelene T. H. Chi,et al.  Expertise in Problem Solving. , 1981 .

[4]  Dennis K. Leedom,et al.  Training Situational Awareness Through Pattern Recognition in a Battlefield Environment , 1991 .

[5]  Paul J. Feltovich,et al.  Categorization and Representation of Physics Problems by Experts and Novices , 1981, Cogn. Sci..

[6]  M. Chi,et al.  The Nature of Expertise , 1988 .

[7]  N. E. Massioui Complex visual discrimination of tradimensional patterns in rats Progressive learning improves discriminative and recognition capacities , 1984, Behavioural Brain Research.

[8]  J. Guilford,et al.  The nature of human intelligence. , 1968 .

[9]  D E Egan,et al.  Chunking in recall of symbolic drawings , 1979, Memory & cognition.

[10]  Alan J. Katz,et al.  Robust Classifiers without Robust Features , 1990, Neural Computation.

[11]  Manoel Fernando Tenorio,et al.  Short utterance recognition using a network with minimum training , 1991, Neural Networks.

[12]  Herbert A. Simon,et al.  Problem solving and education. , 1980 .

[13]  R. Glaser,et al.  Expertise in a complex skill: Diagnosing x-ray pictures. , 1988 .

[14]  Judith S Reitman,et al.  Skilled perception in Go: Deducing memory structures from inter-response times , 1976, Cognitive Psychology.

[15]  G. M. Reicher Perceptual recognition as a function of meaninfulness of stimulus material. , 1969, Journal of experimental psychology.

[16]  L. Cronbach Essentials of psychological testing , 1960 .

[17]  Kate Ehrlich,et al.  Knowledge and processes in the comprehension of computer programs. , 1988 .

[18]  John R. Anderson Cognitive Psychology and Its Implications , 1980 .

[19]  Darlene V. Howard Cognitive Psychology: Memory, Language and Thought , 1983 .

[20]  Stephen Grossberg,et al.  ARTMAP: supervised real-time learning and classification of nonstationary data by a self-organizing neural network , 1991, [1991 Proceedings] IEEE Conference on Neural Networks for Ocean Engineering.

[21]  Richard J. Harris A primer of multivariate statistics , 1975 .

[22]  N. Charness,et al.  Expert Performance Its Structure and Acquisition , 2002 .

[23]  Dorothea P. Simon,et al.  Individual Differences in Solving Physics Problems (1978) , 1978 .

[24]  Janet L. Starkes,et al.  Motor Versus Verbal Recall of Ballet Sequences by Young Expert Dancers , 1987 .

[25]  Celia M. Lombardi,et al.  Pattern recognition invariance in pigeons , 1983 .

[26]  I. Biederman,et al.  Sexing day-old chicks: A case study and expert systems analysis of a difficult perceptual-learning task. , 1987 .

[27]  E. Hunt,et al.  Intelligence as an information-processing concept. , 1980, British journal of psychology.

[28]  D. Gentner Expertise in Typewriting. , 1984 .

[29]  E. Rosch Cognitive Representations of Semantic Categories. , 1975 .

[30]  F. Murray,et al.  Effects of Distinctive Features on Recognition of Incomplete Pictures. , 1978 .

[31]  L. Squire,et al.  The learning of categories: parallel brain systems for item memory and category knowledge. , 1993, Science.

[32]  Jeffrey L. Elman,et al.  Interactive processes in speech perception: the TRACE model , 1986 .

[33]  H. Gardner,et al.  Frames of Mind: The Theory of Multiple Intelligences , 1983 .

[34]  Bruce A. Smith,et al.  Cognitive Pretraining of the T-37 Overhead Traffic Pattern. , 1975 .

[35]  James L. McClelland,et al.  A distributed model of human learning and memory , 1986 .

[36]  Wayne D. Gray,et al.  Basic objects in natural categories , 1976, Cognitive Psychology.

[37]  H. Simon,et al.  The mind's eye in chess. , 1973 .

[38]  W. Chase,et al.  Visual information processing. , 1974 .

[39]  Robert J. Sternberg,et al.  Handbook of human intelligence , 1984 .

[40]  N. Charness,et al.  Transformations in the recognition of visual forms. , 1973, Canadian journal of psychology.

[41]  H. Simon,et al.  Skill in Chess , 1988 .