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Integrating Multiple Techniques to Enhance Medical Data Classification

Integrating Multiple Techniques to Enhance Medical Data Classification

Balasaheb Tarle, M. Akkalakshmi
Copyright: © 2022 |Pages: 23
ISBN13: 9781799891215|ISBN10: 1799891216|ISBN13 Softcover: 9781799891222|EISBN13: 9781799891239
DOI: 10.4018/978-1-7998-9121-5.ch012
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MLA

Tarle, Balasaheb, and M. Akkalakshmi. "Integrating Multiple Techniques to Enhance Medical Data Classification." Designing User Interfaces With a Data Science Approach, edited by Abhijit Narayanrao Banubakode, et al., IGI Global, 2022, pp. 252-274. https://doi.org/10.4018/978-1-7998-9121-5.ch012

APA

Tarle, B. & Akkalakshmi, M. (2022). Integrating Multiple Techniques to Enhance Medical Data Classification. In A. Banubakode, G. Bhutkar, Y. Kurniawan, & C. Gosavi (Eds.), Designing User Interfaces With a Data Science Approach (pp. 252-274). IGI Global. https://doi.org/10.4018/978-1-7998-9121-5.ch012

Chicago

Tarle, Balasaheb, and M. Akkalakshmi. "Integrating Multiple Techniques to Enhance Medical Data Classification." In Designing User Interfaces With a Data Science Approach, edited by Abhijit Narayanrao Banubakode, et al., 252-274. Hershey, PA: IGI Global, 2022. https://doi.org/10.4018/978-1-7998-9121-5.ch012

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Abstract

Improving classification performance is an essential task in medical data classification. In the current medical data classification technique, if data pre-processing is not performed, the approach is more time consuming and has less classification accuracy. Here, the authors proposed two pre-processing techniques for enhancing the classification performance on medical data. The first pre-processing technique is noise filtering to improve the data quality. The second pre-processing bag of words technique is used for better feature selection. Subsequently, the hybrid fuzzy neural network approach is used for classification to handle data imprecision during classification. This arrangement of data pre-processing and the fuzzy neural classifier method improve classification accuracy.

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