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  Published Paper Details:

  Paper Title

HYBRID THE SUPPORT VECTOR MACHINE AND FIREFLY ALGORITHM TO DETECT LUNG CANCER

  Authors

  Neha Sharma,  Mandeep Kaur

  Keywords

Firefly Algorithm, Lung Cancer, Median Filter, Support Vector Machine.

  Abstract


In the last few years, the death rate in men and women increased due to lung cancer. Thus, early detection of lung cancer increases the chances of survival of patients. In this paper, we have designed a method by hybrid the support vector machine and firefly algorithm to detect and classify lung cancer. The proposed method contains three steps, namely, pre-processing, appropriate parameter value selection, and classification. We have used the median filter in the pre-processing step to remove noise. After that, the SVM algorithm is applied to detect and classify lung cancer. In the last, the firefly algorithm is used to select appropriate parameter value selection for the SVM algorithm to enhance accuracy. The experimental results were performed on the standard dataset. The performance analysis of the proposed method was done using various parameters. The results show that the proposed method is superior as compared to the existing methods such as SVM, KNN, RF, and GNB.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2102527

  Paper ID - 203716

  Page Number(s) - 4369-4372

  Pubished in - Volume 9 | Issue 2 | February 2021

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Neha Sharma,  Mandeep Kaur,   "HYBRID THE SUPPORT VECTOR MACHINE AND FIREFLY ALGORITHM TO DETECT LUNG CANCER", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.9, Issue 2, pp.4369-4372, February 2021, Available at :http://www.ijcrt.org/papers/IJCRT2102527.pdf

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ISSN: 2320-2882
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Journal Starting Year (ESTD) : 2013
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ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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