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  Published Paper Details:

  Paper Title

Diabetes Prediction Using Machine Learning Algorithms

  Authors

  Vakada Mohan,  Ganteda Manoj Kumar

  Keywords

Diabetes Prediction, Machine Learning Algorithms, Health Informatics, Predictive Analytics, Data Science, Medical Diagnosis, Clinical Decision Support, Supervised Learning, Classification Algorithms, Regression Analysis, Neural Networks, Random Forest, Support Vector Machines (SVM), Logistic Regression, K-Nearest Neighbors (KNN), Feature Selection, Data Preprocessing, Model Evaluation, Accuracy Metrics, Healthcare Analytics.

  Abstract


Diabetes Mellitus is among critical diseases and lots of people are suffering from this disease. Age, obesity, lack of exercise, hereditary diabetes, living style, bad diet, high blood pressure, etc. can cause Diabetes Mellitus. People having diabetes have high risk of diseases like heart disease, kidney disease, stroke, eye problem, nerve damage, etc. Current practice in hospital is to collect required information for diabetes diagnosis through various tests and appropriate treatment is provided based on diagnosis. Big Data Analytics plays a significant role in healthcare industries. Healthcare industries have large volume databases. Using big data analytics, one can study huge datasets and find hidden information, hidden patterns to discover knowledge from the data and predict outcomes accordingly. In existing method, the classification and prediction accuracy is not so high. In this paper, we have proposed a diabetes prediction model for better classification of diabetes which includes few external factors responsible for diabetes along with regular factors like Glucose, BMI, Age, Insulin, etc. Classification accuracy is boosted with new dataset compared to existing dataset. Further with imposed a pipeline model for diabetes prediction intended towards improving the accuracy of classification.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2408100

  Paper ID - 266705

  Page Number(s) - a911-a924

  Pubished in - Volume 12 | Issue 8 | August 2024

  DOI (Digital Object Identifier) -   

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

  E-ISSN Number - 2320-2882

  Cite this article

  Vakada Mohan,  Ganteda Manoj Kumar,   "Diabetes Prediction Using Machine Learning Algorithms", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 8, pp.a911-a924, August 2024, Available at :http://www.ijcrt.org/papers/IJCRT2408100.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
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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