Influence of initialisation and stop criteria on HMM based recognisers
A study is presented into the importance of two commonly overlooked factors influencing generalisation ability in the field of hidden Markov model (HMM) based recogniser training algorithms by means of a comparative study of four initialisation methods and three stop criteria in different applicatio...
Gespeichert in:
| Veröffentlicht in: | Electronics letters 2000-06, Vol.36 (13), p.1165-1166 |
|---|---|
| Hauptverfasser: | , , |
| Format: | Artikel |
| Sprache: | eng |
| Online-Zugang: | Volltext |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| container_end_page | 1166 |
|---|---|
| container_issue | 13 |
| container_start_page | 1165 |
| container_title | Electronics letters |
| container_volume | 36 |
| creator | Ferrer, M A Alonso, I G Travieso, C M |
| description | A study is presented into the importance of two commonly overlooked factors influencing generalisation ability in the field of hidden Markov model (HMM) based recogniser training algorithms by means of a comparative study of four initialisation methods and three stop criteria in different applications. The results show that better results have been found with the equal-occupancy initialisation method and the fixed-threshold stop criterion. |
| doi_str_mv | 10.1049/el:20000826 |
| format | Article |
| fullrecord | <record><control><sourceid>proquest</sourceid><recordid>TN_cdi_proquest_miscellaneous_27614856</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>27614856</sourcerecordid><originalsourceid>FETCH-LOGICAL-c226t-1ad6ac0ef72c16ab62a0b6d47d044bf13759bb2814669a107c1c8cb3b66c65a23</originalsourceid><addsrcrecordid>eNotjLFOwzAURT2ARClM_IAntoDtOM8xG6oordSKBebq2XlBRsYusfP_RIK7HJ0zXMbupHiQQttHik9KLOsVXLCVELJtOmn1Fbsu5WtRZa1Zse0-jXGm5InnkYcUasAYCtaQE8c08FLzmfspVJoC8iXujkfusNDAJ_L5M4VCU7lhlyPGQrf_XLOP7cv7Ztcc3l73m-dD45WC2kgcAL2g0SgvAR0oFA4GbQahtRtlazrrnOqlBrAohfHS9961DsBDh6pds_u_3_OUf2Yq9fQdiqcYMVGey0kZkLrvoP0FLeBMXQ</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>27614856</pqid></control><display><type>article</type><title>Influence of initialisation and stop criteria on HMM based recognisers</title><source>Alma/SFX Local Collection</source><creator>Ferrer, M A ; Alonso, I G ; Travieso, C M</creator><creatorcontrib>Ferrer, M A ; Alonso, I G ; Travieso, C M</creatorcontrib><description>A study is presented into the importance of two commonly overlooked factors influencing generalisation ability in the field of hidden Markov model (HMM) based recogniser training algorithms by means of a comparative study of four initialisation methods and three stop criteria in different applications. The results show that better results have been found with the equal-occupancy initialisation method and the fixed-threshold stop criterion.</description><identifier>ISSN: 0013-5194</identifier><identifier>DOI: 10.1049/el:20000826</identifier><language>eng</language><ispartof>Electronics letters, 2000-06, Vol.36 (13), p.1165-1166</ispartof><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c226t-1ad6ac0ef72c16ab62a0b6d47d044bf13759bb2814669a107c1c8cb3b66c65a23</citedby></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids></links><search><creatorcontrib>Ferrer, M A</creatorcontrib><creatorcontrib>Alonso, I G</creatorcontrib><creatorcontrib>Travieso, C M</creatorcontrib><title>Influence of initialisation and stop criteria on HMM based recognisers</title><title>Electronics letters</title><description>A study is presented into the importance of two commonly overlooked factors influencing generalisation ability in the field of hidden Markov model (HMM) based recogniser training algorithms by means of a comparative study of four initialisation methods and three stop criteria in different applications. The results show that better results have been found with the equal-occupancy initialisation method and the fixed-threshold stop criterion.</description><issn>0013-5194</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2000</creationdate><recordtype>article</recordtype><recordid>eNotjLFOwzAURT2ARClM_IAntoDtOM8xG6oordSKBebq2XlBRsYusfP_RIK7HJ0zXMbupHiQQttHik9KLOsVXLCVELJtOmn1Fbsu5WtRZa1Zse0-jXGm5InnkYcUasAYCtaQE8c08FLzmfspVJoC8iXujkfusNDAJ_L5M4VCU7lhlyPGQrf_XLOP7cv7Ztcc3l73m-dD45WC2kgcAL2g0SgvAR0oFA4GbQahtRtlazrrnOqlBrAohfHS9961DsBDh6pds_u_3_OUf2Yq9fQdiqcYMVGey0kZkLrvoP0FLeBMXQ</recordid><startdate>20000622</startdate><enddate>20000622</enddate><creator>Ferrer, M A</creator><creator>Alonso, I G</creator><creator>Travieso, C M</creator><scope>7SC</scope><scope>7SP</scope><scope>8FD</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope></search><sort><creationdate>20000622</creationdate><title>Influence of initialisation and stop criteria on HMM based recognisers</title><author>Ferrer, M A ; Alonso, I G ; Travieso, C M</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c226t-1ad6ac0ef72c16ab62a0b6d47d044bf13759bb2814669a107c1c8cb3b66c65a23</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2000</creationdate><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ferrer, M A</creatorcontrib><creatorcontrib>Alonso, I G</creatorcontrib><creatorcontrib>Travieso, C M</creatorcontrib><collection>Computer and Information Systems Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Technology Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>Electronics letters</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ferrer, M A</au><au>Alonso, I G</au><au>Travieso, C M</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Influence of initialisation and stop criteria on HMM based recognisers</atitle><jtitle>Electronics letters</jtitle><date>2000-06-22</date><risdate>2000</risdate><volume>36</volume><issue>13</issue><spage>1165</spage><epage>1166</epage><pages>1165-1166</pages><issn>0013-5194</issn><abstract>A study is presented into the importance of two commonly overlooked factors influencing generalisation ability in the field of hidden Markov model (HMM) based recogniser training algorithms by means of a comparative study of four initialisation methods and three stop criteria in different applications. The results show that better results have been found with the equal-occupancy initialisation method and the fixed-threshold stop criterion.</abstract><doi>10.1049/el:20000826</doi><tpages>2</tpages></addata></record> |
| fulltext | fulltext |
| identifier | ISSN: 0013-5194 |
| ispartof | Electronics letters, 2000-06, Vol.36 (13), p.1165-1166 |
| issn | 0013-5194 |
| language | eng |
| recordid | cdi_proquest_miscellaneous_27614856 |
| source | Alma/SFX Local Collection |
| title | Influence of initialisation and stop criteria on HMM based recognisers |
| url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-23T19%3A32%3A23IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Influence%20of%20initialisation%20and%20stop%20criteria%20on%20HMM%20based%20recognisers&rft.jtitle=Electronics%20letters&rft.au=Ferrer,%20M%20A&rft.date=2000-06-22&rft.volume=36&rft.issue=13&rft.spage=1165&rft.epage=1166&rft.pages=1165-1166&rft.issn=0013-5194&rft_id=info:doi/10.1049/el:20000826&rft_dat=%3Cproquest%3E27614856%3C/proquest%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=27614856&rft_id=info:pmid/&rfr_iscdi=true |