Accession Number : AD0695835
Title : COMPUTER ANALYSIS AND CLASSIFICATION OF WAVEFORMS AND PICTURES. PART I. WAVEFORMS.
Descriptive Note : Annual technical rept. Feb 68-Feb 69,
Corporate Author : PURDUE UNIV LAFAYETTE IND SCHOOL OF ELECTRICAL ENGINEERING
Personal Author(s) : Patrick,Edward A. ; Fischer,Frederick P. , II ; Shen,Leon Y. L.
Report Date : SEP 1969
Pagination or Media Count : 124
Abstract : Fundamental operations used in processing waveforms and pictures are collected together under the framework of the Bayes approach. Algorithms corresponding to the operations are stored in a computer. An operator experimentally determines a sequence of operations which maximizes a performance criterion related to the accuracy with which the waveforms or pictures can be correctly classified. Two classes of operations are considered. One class contains operations which are interpretive allowing the operator to perform data (waveforms or pictures) analysis. These interpretive operations provide an interactive capability between the operator and the computer. The second class of operations is for actual data processing with the end result of discrimination (includes detection and classification). The operations in this second class are based on the philosophy that a priori knowledge is available and is to be utilized. Within this second class of operations are three subclasses of operations. (a) Feature extraction--utilization of a priori knowledge through a model specific to the problem; (b) Dimensionality reduction using estimation; (c) Discrimination (supervised and unsupervised) using estimation. (Author)
Descriptors : (*SIGNALS, *PATTERN RECOGNITION), COMPUTER PROGRAMMING, DATA PROCESSING, ADAPTIVE SYSTEMS, DECISION THEORY, INTERACTIONS, CLASSIFICATION, ALGORITHMS, MAN MACHINE SYSTEMS
Subject Categories : Computer Programming and Software
Distribution Statement : APPROVED FOR PUBLIC RELEASE