Cell classification result correction method based on multi-peak fitting analysis
The invention discloses a cell classification result correction method based on multi-peak fitting analysis, and the method comprises the following steps: classifying various cells by using an automatic classification algorithm according to sample cell characteristics collected by a cell analyzer; a...
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creator | WANG MENGLONG WEI XIAO QIN XINLONG |
description | The invention discloses a cell classification result correction method based on multi-peak fitting analysis, and the method comprises the following steps: classifying various cells by using an automatic classification algorithm according to sample cell characteristics collected by a cell analyzer; according to an automatic classification result, extracting a feature histogram of overlapped cell classification, and extracting a noise signal obtained by Gaussian filtering elimination sampling with a step length of 3 or 5 in the process; estimating Gaussian distribution parameters according to the cell distribution, and respectively executing coarse Gaussian distribution fitting on each wave crest; on the basis of the rough fitting result, executing overlapped Gaussian distribution fitting, and obtaining the distribution parameters of cell peaks; selecting an overlapping region of each cell peak, calculating the area ratio of the overlapping region, completing cell content correction, and improving the classific |
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according to an automatic classification result, extracting a feature histogram of overlapped cell classification, and extracting a noise signal obtained by Gaussian filtering elimination sampling with a step length of 3 or 5 in the process; estimating Gaussian distribution parameters according to the cell distribution, and respectively executing coarse Gaussian distribution fitting on each wave crest; on the basis of the rough fitting result, executing overlapped Gaussian distribution fitting, and obtaining the distribution parameters of cell peaks; selecting an overlapping region of each cell peak, calculating the area ratio of the overlapping region, completing cell content correction, and improving the classific</description><language>chi ; eng</language><subject>CALCULATING ; COMPUTING ; COUNTING ; HANDLING RECORD CARRIERS ; PHYSICS ; PRESENTATION OF DATA ; RECOGNITION OF DATA ; RECORD CARRIERS</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=20210720&DB=EPODOC&CC=CN&NR=113139405A$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,780,885,25562,76317</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20210720&DB=EPODOC&CC=CN&NR=113139405A$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>WANG MENGLONG</creatorcontrib><creatorcontrib>WEI XIAO</creatorcontrib><creatorcontrib>QIN XINLONG</creatorcontrib><title>Cell classification result correction method based on multi-peak fitting analysis</title><description>The invention discloses a cell classification result correction method based on multi-peak fitting analysis, and the method comprises the following steps: classifying various cells by using an automatic classification algorithm according to sample cell characteristics collected by a cell analyzer; according to an automatic classification result, extracting a feature histogram of overlapped cell classification, and extracting a noise signal obtained by Gaussian filtering elimination sampling with a step length of 3 or 5 in the process; estimating Gaussian distribution parameters according to the cell distribution, and respectively executing coarse Gaussian distribution fitting on each wave crest; on the basis of the rough fitting result, executing overlapped Gaussian distribution fitting, and obtaining the distribution parameters of cell peaks; selecting an overlapping region of each cell peak, calculating the area ratio of the overlapping region, completing cell content correction, and improving the classific</description><subject>CALCULATING</subject><subject>COMPUTING</subject><subject>COUNTING</subject><subject>HANDLING RECORD CARRIERS</subject><subject>PHYSICS</subject><subject>PRESENTATION OF DATA</subject><subject>RECOGNITION OF DATA</subject><subject>RECORD CARRIERS</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2021</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNqNijsKQjEQRdNYiLqHcQEPDNHCUoJiJQj2jzFvooMxCZmxcPd-cAFWl3POHZujp5QgJBThyAGVS4ZG8kgKobRG4WvupNcywBmFBvjwu3NXCW8QWZXzBTBjegrL1IwiJqHZbydmvtue_L6jWnqSioEyae8P1jrr1svFauP--bwAFUY4IA</recordid><startdate>20210720</startdate><enddate>20210720</enddate><creator>WANG MENGLONG</creator><creator>WEI XIAO</creator><creator>QIN XINLONG</creator><scope>EVB</scope></search><sort><creationdate>20210720</creationdate><title>Cell classification result correction method based on multi-peak fitting analysis</title><author>WANG MENGLONG ; 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language | chi ; eng |
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subjects | CALCULATING COMPUTING COUNTING HANDLING RECORD CARRIERS PHYSICS PRESENTATION OF DATA RECOGNITION OF DATA RECORD CARRIERS |
title | Cell classification result correction method based on multi-peak fitting analysis |
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