Intelligent Diagnosis of Cervical Cancer Based on Data Mining Algorithm

The intelligent diagnosis of cervical cancer by using a class of data mining algorithms has important practical significance. In particular, the useful information included in a significant quantity of medical data may not only discreetly boost the development of medical technology but also detect c...

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Autores principales: Lei Zhang, Yuanyuan Zhu, Yuchen Song, Yaqing Han, Danli Sun, Shanshan Qin, Yingchun Gao
Formato: article
Lenguaje:EN
Publicado: Hindawi Limited 2021
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Acceso en línea:https://doaj.org/article/217c90005bf64989b1b77bcfc8dafd5f
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spelling oai:doaj.org-article:217c90005bf64989b1b77bcfc8dafd5f2021-11-22T01:10:10ZIntelligent Diagnosis of Cervical Cancer Based on Data Mining Algorithm1748-671810.1155/2021/7690902https://doaj.org/article/217c90005bf64989b1b77bcfc8dafd5f2021-01-01T00:00:00Zhttp://dx.doi.org/10.1155/2021/7690902https://doaj.org/toc/1748-6718The intelligent diagnosis of cervical cancer by using a class of data mining algorithms has important practical significance. In particular, the useful information included in a significant quantity of medical data may not only discreetly boost the development of medical technology but also detect cervical cancer in the future. This paper improves the data mining algorithm and combines image recognition technology and data mining technology to extract and analyze image features. Moreover, this paper makes full use of the information contained in the image to realize the segmentation of the cervical cancer cell image, select the feature vector according to the characteristics of the cervical cancer cell, and use the statistical classification method to design the classifier. The test results show that the automatic recognition effect of this system is good, and it has a good auxiliary diagnosis effect. Therefore, it can be verified in clinical practice in the follow-up.Lei ZhangYuanyuan ZhuYuchen SongYaqing HanDanli SunShanshan QinYingchun GaoHindawi LimitedarticleComputer applications to medicine. Medical informaticsR858-859.7ENComputational and Mathematical Methods in Medicine, Vol 2021 (2021)
institution DOAJ
collection DOAJ
language EN
topic Computer applications to medicine. Medical informatics
R858-859.7
spellingShingle Computer applications to medicine. Medical informatics
R858-859.7
Lei Zhang
Yuanyuan Zhu
Yuchen Song
Yaqing Han
Danli Sun
Shanshan Qin
Yingchun Gao
Intelligent Diagnosis of Cervical Cancer Based on Data Mining Algorithm
description The intelligent diagnosis of cervical cancer by using a class of data mining algorithms has important practical significance. In particular, the useful information included in a significant quantity of medical data may not only discreetly boost the development of medical technology but also detect cervical cancer in the future. This paper improves the data mining algorithm and combines image recognition technology and data mining technology to extract and analyze image features. Moreover, this paper makes full use of the information contained in the image to realize the segmentation of the cervical cancer cell image, select the feature vector according to the characteristics of the cervical cancer cell, and use the statistical classification method to design the classifier. The test results show that the automatic recognition effect of this system is good, and it has a good auxiliary diagnosis effect. Therefore, it can be verified in clinical practice in the follow-up.
format article
author Lei Zhang
Yuanyuan Zhu
Yuchen Song
Yaqing Han
Danli Sun
Shanshan Qin
Yingchun Gao
author_facet Lei Zhang
Yuanyuan Zhu
Yuchen Song
Yaqing Han
Danli Sun
Shanshan Qin
Yingchun Gao
author_sort Lei Zhang
title Intelligent Diagnosis of Cervical Cancer Based on Data Mining Algorithm
title_short Intelligent Diagnosis of Cervical Cancer Based on Data Mining Algorithm
title_full Intelligent Diagnosis of Cervical Cancer Based on Data Mining Algorithm
title_fullStr Intelligent Diagnosis of Cervical Cancer Based on Data Mining Algorithm
title_full_unstemmed Intelligent Diagnosis of Cervical Cancer Based on Data Mining Algorithm
title_sort intelligent diagnosis of cervical cancer based on data mining algorithm
publisher Hindawi Limited
publishDate 2021
url https://doaj.org/article/217c90005bf64989b1b77bcfc8dafd5f
work_keys_str_mv AT leizhang intelligentdiagnosisofcervicalcancerbasedondataminingalgorithm
AT yuanyuanzhu intelligentdiagnosisofcervicalcancerbasedondataminingalgorithm
AT yuchensong intelligentdiagnosisofcervicalcancerbasedondataminingalgorithm
AT yaqinghan intelligentdiagnosisofcervicalcancerbasedondataminingalgorithm
AT danlisun intelligentdiagnosisofcervicalcancerbasedondataminingalgorithm
AT shanshanqin intelligentdiagnosisofcervicalcancerbasedondataminingalgorithm
AT yingchungao intelligentdiagnosisofcervicalcancerbasedondataminingalgorithm
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