Pattern Analysis

This book is devoted to pattern analysis, that is, the automatic construc­ tion of a symbolic description for a complex pattern, like an image or con­ nected speech. Pattern analysis thus tries to simulate certain capabilities which go without saying in any human central nervous system. The increasi...

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Bibliographic Details
Main Author: Niemann, H.
Format: eBook
Language:English
Published: Berlin, Heidelberg Springer Berlin Heidelberg 1981, 1981
Edition:1st ed. 1981
Series:Springer Series in Information Sciences
Subjects:
Online Access:
Collection: Springer Book Archives -2004 - Collection details see MPG.ReNa
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245 0 0 |a Pattern Analysis  |h Elektronische Ressource  |c by H. Niemann 
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505 0 |a 1 Introduction -- 1.1 General Remarks -- 1.2 Definition of Concepts -- 1.3 Principal Approach -- 1.4 Scope of the Book -- 1.5 Applications -- 1.6 Related Fields -- 1.7 Summary -- 2 Preprocessing -- 2.1 Coding -- 2.2 Normalization -- 2.3 Filtering -- 2.4 Linear Prediction -- 3 Simple Constituents -- 3.1 Common Principles -- 3.2 Thresholding -- 3.3 Contours -- 3.4 Regions -- 3.5 Texture -- 3.6 Image Sequences -- 3.7 Template Matching -- 3.8 Segmentation of Speech -- 3.9 Summary -- 4 Classification -- 4.1 Statistical Classification -- 4.2 Distribution-Free Classification -- 4.3 Nonparametric Classification -- 4.4 Learning -- 4.5 Additional Remarks -- 4.6 Summary -- 5 Data -- 5.1 Data Structures -- 5.2 Data Bases -- 5.3 Pattern Data -- 5.4 Summary -- 6 Control -- 6.1 The Problem -- 6.2 Interaction -- 6.3 Some Common Structures -- 6.4 Representation of Control -- 6.5 Control and Search Strategies -- 6.6 Summary -- 7 Knowledge Representation, Utilization, and Acquisition -- 7.1 Views of Knowledge -- 7.2 Production Systems -- 7.3 Grammars -- 7.4 Graphs -- 7.5 Using Constraints -- 7.6 Acquisition of Knowledge (Learning) -- 7.7 Summary -- 8 Systems for Pattern Analysis -- 8.1 Speech Understanding -- 8.2 Image Analysis -- 8.3 Summary -- 9 Things to Come -- References 
653 |a Computer vision 
653 |a Computer Vision 
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520 |a This book is devoted to pattern analysis, that is, the automatic construc­ tion of a symbolic description for a complex pattern, like an image or con­ nected speech. Pattern analysis thus tries to simulate certain capabilities which go without saying in any human central nervous system. The increasing interest and growing efforts at solving the problems related with pattern analysis are motivated by the challenge of the problem and the expected ap­ plications. Potential applications are numerous and result from the fact that data can be gathered and stored by modern devices in ever increasing extent, thus making the finding of particular interesting facts or events in these hosts of data an ever increasing problem. It was tried to organize the book around one particular view of pattern analysis: the view that pattern analysis requires an appropriate set of modules operating on a common data base which contains interme­ processing diate results of processing. Although other views are certainly possible, this one was adopted because the author feels that it is a useful idea, be­ cause the size of this book had to be kept within reasonable bounds, and because it facilitated the composition of fairly self-contained chapters