Application of the Feature Selective Validation Method to Pattern Recognition
Pattern recognition is a mature field; however, in recent years it has developed a special interest. Many methods have been developed exclusively focusing on this subject; all of them, however, are centered on certain types of patterns. In this paper, a new method, which aims to be as flexible as po...
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Veröffentlicht in: | IEEE transactions on electromagnetic compatibility 2014-08, Vol.56 (4), p.808-816 |
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creator | Ventosa, Oriol Pous, Marc Silva, Ferran Jauregui, Ricardo |
description | Pattern recognition is a mature field; however, in recent years it has developed a special interest. Many methods have been developed exclusively focusing on this subject; all of them, however, are centered on certain types of patterns. In this paper, a new method, which aims to be as flexible as possible, is proposed. This technique is based on a validation standard method used in electromagnetic compatibility named feature selective validation. The final objective of developing the algorithm is to make it adaptable to diverse types of patterns. An application on the recognition of transient patterns is exposed as an example. Nevertheless, a wide range of other types of signals is likely to be treated with the same logic. |
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Many methods have been developed exclusively focusing on this subject; all of them, however, are centered on certain types of patterns. In this paper, a new method, which aims to be as flexible as possible, is proposed. This technique is based on a validation standard method used in electromagnetic compatibility named feature selective validation. The final objective of developing the algorithm is to make it adaptable to diverse types of patterns. An application on the recognition of transient patterns is exposed as an example. Nevertheless, a wide range of other types of signals is likely to be treated with the same logic.</description><subject>Algorithms</subject><subject>Applied sciences</subject><subject>Communication forms and techniques (written, oral, electronic, etc.)</subject><subject>Communication, education, history, and philosophy</subject><subject>Compatibilitat electromagnètica</subject><subject>COMPUTATIONAL ELECTROMAGNETICS CEM</subject><subject>Computational electromagnetics method</subject><subject>Correlation</subject><subject>data comparison</subject><subject>Electromagnetic compatibility</subject><subject>Enginyeria electrònica</subject><subject>Exact sciences and technology</subject><subject>Exposure</subject><subject>Feature extraction</subject><subject>Feature selective validation</subject><subject>feature selective validation (FSV) method</subject><subject>FSV</subject><subject>Fundamental areas of phenomenology (including applications)</subject><subject>Imaging and optical processing</subject><subject>Information, signal and communications theory</subject><subject>Instrumentació i mesura</subject><subject>Interpolation</subject><subject>Logic</subject><subject>Optics</subject><subject>Pattern recognition</subject><subject>Physics</subject><subject>Self-organized systems</subject><subject>Shape</subject><subject>Signal processing</subject><subject>Statistical physics, thermodynamics, and nonlinear dynamical systems</subject><subject>SYSTEM</subject><subject>Telecommunications and information theory</subject><subject>Transient analysis</subject><subject>validation</subject><subject>Vectors</subject><subject>Àrees temàtiques de la UPC</subject><issn>0018-9375</issn><issn>1558-187X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><sourceid>XX2</sourceid><recordid>eNpdkU9rFEEQxQdRcI1-APEyIEIus3b1_z6GJVEhS0ISxVvT6ak2HSbTa3ePkG_vDLvE4KEoivd7RRWvad4DWQMQ8_nmdLtZUwJsTakBbviLZgVC6A60-vmyWRECujNMidfNm1Lu55ELylbN9mS3G6J3NaaxTaGtd9ieoatTxvYaB_Q1_sH2hxtiv2e2WO9S39bUXrpaMY_tFfr0a4yL-rZ5FdxQ8N2hHzXfz05vNl-784sv3zYn553nUtcuKCGp95JKhQC3JNxKCEFQEtApY1zvhZ670j1jQmNQaFRPHAmcU8IEY0cN7Pf6Mnmb0WOeX7DJxX_DUpQoainnjJjZc7z37HL6PWGp9iEWj8PgRkxTsSCkAgqcqhn9-B96n6Y8zh_NlACqGRfi2RE5lZIx2F2ODy4_WiB2CcUuodglFHsIZfZ8Omx2xbshZDf6WJ6MVGuihF64D3suIuKTLKUGIzX7C4zjk5w</recordid><startdate>20140801</startdate><enddate>20140801</enddate><creator>Ventosa, Oriol</creator><creator>Pous, Marc</creator><creator>Silva, Ferran</creator><creator>Jauregui, Ricardo</creator><general>IEEE</general><general>Institute of Electrical and Electronics Engineers</general><general>The Institute of Electrical and Electronics Engineers, Inc. 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Many methods have been developed exclusively focusing on this subject; all of them, however, are centered on certain types of patterns. In this paper, a new method, which aims to be as flexible as possible, is proposed. This technique is based on a validation standard method used in electromagnetic compatibility named feature selective validation. The final objective of developing the algorithm is to make it adaptable to diverse types of patterns. An application on the recognition of transient patterns is exposed as an example. Nevertheless, a wide range of other types of signals is likely to be treated with the same logic.</abstract><cop>New York, NY</cop><pub>IEEE</pub><doi>10.1109/TEMC.2013.2291494</doi><tpages>9</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Algorithms Applied sciences Communication forms and techniques (written, oral, electronic, etc.) Communication, education, history, and philosophy Compatibilitat electromagnètica COMPUTATIONAL ELECTROMAGNETICS CEM Computational electromagnetics method Correlation data comparison Electromagnetic compatibility Enginyeria electrònica Exact sciences and technology Exposure Feature extraction Feature selective validation feature selective validation (FSV) method FSV Fundamental areas of phenomenology (including applications) Imaging and optical processing Information, signal and communications theory Instrumentació i mesura Interpolation Logic Optics Pattern recognition Physics Self-organized systems Shape Signal processing Statistical physics, thermodynamics, and nonlinear dynamical systems SYSTEM Telecommunications and information theory Transient analysis validation Vectors Àrees temàtiques de la UPC |
title | Application of the Feature Selective Validation Method to Pattern Recognition |
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