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  Published Paper Details:

  Paper Title

PREDICTION OF CHRONIC KIDNEY DISEASE WITH SUPERVISED MACHINE LEARNING ALGORITHMS

  Authors

  Durga Shree B1,  LincyJacquline M

  Keywords

Chronic Kidney Disease, Decision Tree Classifier, K-Nearest Neighbor, Logistic Regression.

  Abstract


The Chronic Kidney Disease (CKD) is a major health problem around the world. There are several reasons for this and it results in some serious health issues like renal failure, cardiovascular diseases and ultimately leads to early death. Recent study shows that the CKD has increased around 17% worldwide. It is found that out of 10 people 1 is affected by CKD. The early prediction of this disease helps in control through medicines. The aim of this project is to apply machine learning algorithms in the early prediction and also to find the major factor behind this. The dataset is publicly available at Kaggle, it has 400 rows and 26 features. The dataset is preprocessed (like removing null values, duplicate values, etc.) to make the dataset to be used to build the model. Logistic Regression, Decision Tree classifier and K-Nearest Neighbor algorithms are applied in the dataset to obtain the best fit model. The Logistic Regression outperforms will with the other algorithms and produces the accuracy of 99%.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2303424

  Paper ID - 232574

  Page Number(s) - d683-d690

  Pubished in - Volume 11 | Issue 3 | March 2023

  DOI (Digital Object Identifier) -   

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

  E-ISSN Number - 2320-2882

  Cite this article

  Durga Shree B1,  LincyJacquline M,   "PREDICTION OF CHRONIC KIDNEY DISEASE WITH SUPERVISED MACHINE LEARNING ALGORITHMS", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.11, Issue 3, pp.d683-d690, March 2023, Available at :http://www.ijcrt.org/papers/IJCRT2303424.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


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