COMBINING MULTICLASS CLASSIFIERS WITH REGULAR EXPRESSION BASED BINARY CLASSIFIERS
A computer device may include a memory storing instructions and processor configured to execute the instructions to obtain a text file generated based on a communication session; select topics for classifying communication sessions; and apply one or more trained machine learning models to the obtain...
Gespeichert in:
| Hauptverfasser: | , , , , |
|---|---|
| Format: | Patent |
| Sprache: | eng |
| Schlagworte: | |
| Online-Zugang: | Volltext bestellen |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| container_end_page | |
|---|---|
| container_issue | |
| container_start_page | |
| container_title | |
| container_volume | |
| creator | Khafizov, Farid Gunturu, Vittal N Liscomb, Charles A McLaren, Travis R Hiney, Wade W |
| description | A computer device may include a memory storing instructions and processor configured to execute the instructions to obtain a text file generated based on a communication session; select topics for classifying communication sessions; and apply one or more trained machine learning models to the obtained text file to determine one or more most likely topics for the communication session. The processor may be further configured to apply regular expression binary classifiers, each associated with a different topic, to the obtained text file to determine a likelihood the communication session is associated with a particular topic; select a topic for the communication session based on the determined one or more most likely topics and the determined likelihood the communication session is associated with the particular topic; and classify the communication session based on the selected topic. |
| format | Patent |
| fullrecord | <record><control><sourceid>epo_EVB</sourceid><recordid>TN_cdi_epo_espacenet_US2021044697A1</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>US2021044697A1</sourcerecordid><originalsourceid>FETCH-epo_espacenet_US2021044697A13</originalsourceid><addsrcrecordid>eNrjZAh09vd18vTz9HNX8A31CfF09nEMDlYAk55unq5BwQrhniEeCkGu7qE-jkEKrhEBQa5AKX8_BSfHYFcXBaBex6BIZA08DKxpiTnFqbxQmptB2c01xNlDN7UgPz61uCAxOTUvtSQ-NNjIwMjQwMTEzNLc0dCYOFUAnXswuw</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>patent</recordtype></control><display><type>patent</type><title>COMBINING MULTICLASS CLASSIFIERS WITH REGULAR EXPRESSION BASED BINARY CLASSIFIERS</title><source>esp@cenet</source><creator>Khafizov, Farid ; Gunturu, Vittal N ; Liscomb, Charles A ; McLaren, Travis R ; Hiney, Wade W</creator><creatorcontrib>Khafizov, Farid ; Gunturu, Vittal N ; Liscomb, Charles A ; McLaren, Travis R ; Hiney, Wade W</creatorcontrib><description>A computer device may include a memory storing instructions and processor configured to execute the instructions to obtain a text file generated based on a communication session; select topics for classifying communication sessions; and apply one or more trained machine learning models to the obtained text file to determine one or more most likely topics for the communication session. The processor may be further configured to apply regular expression binary classifiers, each associated with a different topic, to the obtained text file to determine a likelihood the communication session is associated with a particular topic; select a topic for the communication session based on the determined one or more most likely topics and the determined likelihood the communication session is associated with the particular topic; and classify the communication session based on the selected topic.</description><language>eng</language><subject>CALCULATING ; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS ; COMPUTING ; COUNTING ; ELECTRIC COMMUNICATION TECHNIQUE ; ELECTRICITY ; HANDLING RECORD CARRIERS ; PHYSICS ; PRESENTATION OF DATA ; RECOGNITION OF DATA ; RECORD CARRIERS ; TELEPHONIC COMMUNICATION</subject><creationdate>2021</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20210211&DB=EPODOC&CC=US&NR=2021044697A1$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,776,881,25542,76289</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20210211&DB=EPODOC&CC=US&NR=2021044697A1$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>Khafizov, Farid</creatorcontrib><creatorcontrib>Gunturu, Vittal N</creatorcontrib><creatorcontrib>Liscomb, Charles A</creatorcontrib><creatorcontrib>McLaren, Travis R</creatorcontrib><creatorcontrib>Hiney, Wade W</creatorcontrib><title>COMBINING MULTICLASS CLASSIFIERS WITH REGULAR EXPRESSION BASED BINARY CLASSIFIERS</title><description>A computer device may include a memory storing instructions and processor configured to execute the instructions to obtain a text file generated based on a communication session; select topics for classifying communication sessions; and apply one or more trained machine learning models to the obtained text file to determine one or more most likely topics for the communication session. The processor may be further configured to apply regular expression binary classifiers, each associated with a different topic, to the obtained text file to determine a likelihood the communication session is associated with a particular topic; select a topic for the communication session based on the determined one or more most likely topics and the determined likelihood the communication session is associated with the particular topic; and classify the communication session based on the selected topic.</description><subject>CALCULATING</subject><subject>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</subject><subject>COMPUTING</subject><subject>COUNTING</subject><subject>ELECTRIC COMMUNICATION TECHNIQUE</subject><subject>ELECTRICITY</subject><subject>HANDLING RECORD CARRIERS</subject><subject>PHYSICS</subject><subject>PRESENTATION OF DATA</subject><subject>RECOGNITION OF DATA</subject><subject>RECORD CARRIERS</subject><subject>TELEPHONIC COMMUNICATION</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2021</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNrjZAh09vd18vTz9HNX8A31CfF09nEMDlYAk55unq5BwQrhniEeCkGu7qE-jkEKrhEBQa5AKX8_BSfHYFcXBaBex6BIZA08DKxpiTnFqbxQmptB2c01xNlDN7UgPz61uCAxOTUvtSQ-NNjIwMjQwMTEzNLc0dCYOFUAnXswuw</recordid><startdate>20210211</startdate><enddate>20210211</enddate><creator>Khafizov, Farid</creator><creator>Gunturu, Vittal N</creator><creator>Liscomb, Charles A</creator><creator>McLaren, Travis R</creator><creator>Hiney, Wade W</creator><scope>EVB</scope></search><sort><creationdate>20210211</creationdate><title>COMBINING MULTICLASS CLASSIFIERS WITH REGULAR EXPRESSION BASED BINARY CLASSIFIERS</title><author>Khafizov, Farid ; Gunturu, Vittal N ; Liscomb, Charles A ; McLaren, Travis R ; Hiney, Wade W</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-epo_espacenet_US2021044697A13</frbrgroupid><rsrctype>patents</rsrctype><prefilter>patents</prefilter><language>eng</language><creationdate>2021</creationdate><topic>CALCULATING</topic><topic>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</topic><topic>COMPUTING</topic><topic>COUNTING</topic><topic>ELECTRIC COMMUNICATION TECHNIQUE</topic><topic>ELECTRICITY</topic><topic>HANDLING RECORD CARRIERS</topic><topic>PHYSICS</topic><topic>PRESENTATION OF DATA</topic><topic>RECOGNITION OF DATA</topic><topic>RECORD CARRIERS</topic><topic>TELEPHONIC COMMUNICATION</topic><toplevel>online_resources</toplevel><creatorcontrib>Khafizov, Farid</creatorcontrib><creatorcontrib>Gunturu, Vittal N</creatorcontrib><creatorcontrib>Liscomb, Charles A</creatorcontrib><creatorcontrib>McLaren, Travis R</creatorcontrib><creatorcontrib>Hiney, Wade W</creatorcontrib><collection>esp@cenet</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Khafizov, Farid</au><au>Gunturu, Vittal N</au><au>Liscomb, Charles A</au><au>McLaren, Travis R</au><au>Hiney, Wade W</au><format>patent</format><genre>patent</genre><ristype>GEN</ristype><title>COMBINING MULTICLASS CLASSIFIERS WITH REGULAR EXPRESSION BASED BINARY CLASSIFIERS</title><date>2021-02-11</date><risdate>2021</risdate><abstract>A computer device may include a memory storing instructions and processor configured to execute the instructions to obtain a text file generated based on a communication session; select topics for classifying communication sessions; and apply one or more trained machine learning models to the obtained text file to determine one or more most likely topics for the communication session. The processor may be further configured to apply regular expression binary classifiers, each associated with a different topic, to the obtained text file to determine a likelihood the communication session is associated with a particular topic; select a topic for the communication session based on the determined one or more most likely topics and the determined likelihood the communication session is associated with the particular topic; and classify the communication session based on the selected topic.</abstract><oa>free_for_read</oa></addata></record> |
| fulltext | fulltext_linktorsrc |
| identifier | |
| ispartof | |
| issn | |
| language | eng |
| recordid | cdi_epo_espacenet_US2021044697A1 |
| source | esp@cenet |
| subjects | CALCULATING COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING COUNTING ELECTRIC COMMUNICATION TECHNIQUE ELECTRICITY HANDLING RECORD CARRIERS PHYSICS PRESENTATION OF DATA RECOGNITION OF DATA RECORD CARRIERS TELEPHONIC COMMUNICATION |
| title | COMBINING MULTICLASS CLASSIFIERS WITH REGULAR EXPRESSION BASED BINARY CLASSIFIERS |
| url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-07T16%3A08%3A43IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-epo_EVB&rft_val_fmt=info:ofi/fmt:kev:mtx:patent&rft.genre=patent&rft.au=Khafizov,%20Farid&rft.date=2021-02-11&rft_id=info:doi/&rft_dat=%3Cepo_EVB%3EUS2021044697A1%3C/epo_EVB%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_id=info:pmid/&rfr_iscdi=true |