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Title: :  PREDICTING CRITICAL LIVER FAILURE USING SUPERVISED MACHINE LEARNING ANALYSIS
PaperId: :  17507
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 3 2022
DUI:    16.0415/IJARIIE-17507
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Vishwan TAnand Institute of Higher Technology
Santhosh Sivan EAnand Institute of Higher Technology
Elakkiya Priya SAnand Institute of Higher Technology
Maheswari MAnand Institute of Higher Technology

Abstract

Computer Science and Engineering
Random Forest (RF), Support Vector Machine (SVM), Logistic Regression (LR), and Decision Tree (DT), Machine Learning (ML), Features, Classifiers.
The liver's purpose is to filter blood as it circulates through the body, turning nutrients and medications ingested from the digestive system into ready-to-use molecules. The liver also removes poisons and other chemical wastes from the blood and prepares them for excretion. Liver failure occurs in the cells of the liver of an individual. Nowadays, machine learning is used in healthcare systems to forecast illness progression. Data is the most critical prerequisite for artificial intelligence. The freshly obtained dataset of liver failure is utilized to construct a machine learning project for predicting this disease. Pre-processing techniques like univariate and bivariate analysis will be done before giving them to the algorithm. The data is visualized for a better understanding of the features, and a classification model is built based on them. Existing classification Algorithms are applied in the dataset and are compared with each other, based on their performance metrics such as accuracy, F1 score, recall the best one among them is deployed for the web application.

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IJARIIE Vishwan T, Santhosh Sivan E, Elakkiya Priya S, and Maheswari M. "PREDICTING CRITICAL LIVER FAILURE USING SUPERVISED MACHINE LEARNING ANALYSIS" International Journal Of Advance Research And Innovative Ideas In Education Volume 8 Issue 3 2022 Page 4858-4863
MLA Vishwan T, Santhosh Sivan E, Elakkiya Priya S, and Maheswari M. "PREDICTING CRITICAL LIVER FAILURE USING SUPERVISED MACHINE LEARNING ANALYSIS." International Journal Of Advance Research And Innovative Ideas In Education 8.3(2022) : 4858-4863.
APA Vishwan T, Santhosh Sivan E, Elakkiya Priya S, & Maheswari M. (2022). PREDICTING CRITICAL LIVER FAILURE USING SUPERVISED MACHINE LEARNING ANALYSIS. International Journal Of Advance Research And Innovative Ideas In Education, 8(3), 4858-4863.
Chicago Vishwan T, Santhosh Sivan E, Elakkiya Priya S, and Maheswari M. "PREDICTING CRITICAL LIVER FAILURE USING SUPERVISED MACHINE LEARNING ANALYSIS." International Journal Of Advance Research And Innovative Ideas In Education 8, no. 3 (2022) : 4858-4863.
Oxford Vishwan T, Santhosh Sivan E, Elakkiya Priya S, and Maheswari M. 'PREDICTING CRITICAL LIVER FAILURE USING SUPERVISED MACHINE LEARNING ANALYSIS', International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 3, 2022, p. 4858-4863. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/PREDICTING_CRITICAL_LIVER_FAILURE_USING_SUPERVISED_MACHINE_LEARNING_ANALYSIS_ijariie17507.pdf (Accessed : 23 June 2022).
Harvard Vishwan T, Santhosh Sivan E, Elakkiya Priya S, and Maheswari M. (2022) 'PREDICTING CRITICAL LIVER FAILURE USING SUPERVISED MACHINE LEARNING ANALYSIS', International Journal Of Advance Research And Innovative Ideas In Education, 8(3), pp. 4858-4863IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/PREDICTING_CRITICAL_LIVER_FAILURE_USING_SUPERVISED_MACHINE_LEARNING_ANALYSIS_ijariie17507.pdf (Accessed : 23 June 2022)
IEEE Vishwan T, Santhosh Sivan E, Elakkiya Priya S, and Maheswari M, "PREDICTING CRITICAL LIVER FAILURE USING SUPERVISED MACHINE LEARNING ANALYSIS," International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 3, pp. 4858-4863, May-Jun 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/PREDICTING_CRITICAL_LIVER_FAILURE_USING_SUPERVISED_MACHINE_LEARNING_ANALYSIS_ijariie17507.pdf [Accessed : 23 June 2022].
Turabian Vishwan T, Santhosh Sivan E, Elakkiya Priya S, and Maheswari M. "PREDICTING CRITICAL LIVER FAILURE USING SUPERVISED MACHINE LEARNING ANALYSIS." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 8 number 3 (23 June 2022).
Vancouver Vishwan T, Santhosh Sivan E, Elakkiya Priya S, and Maheswari M. PREDICTING CRITICAL LIVER FAILURE USING SUPERVISED MACHINE LEARNING ANALYSIS. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2022 [Cited : 23 June 2022]; 8(3) : 4858-4863. Available from: https://ijariie.com/AdminUploadPdf/PREDICTING_CRITICAL_LIVER_FAILURE_USING_SUPERVISED_MACHINE_LEARNING_ANALYSIS_ijariie17507.pdf
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