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Frequency : 12 issues per year
Subject : Computer Applications and Technology
ISSN : 2319–8656 (Online)
Home Archives Volume 13 Issue 11 ijcatr13111002

IJCATR Volume 13 Issue 11

Performance Analysis using SCH Filter on Alzheimer’s Disease using Machine Learning Algorithm

Prabakaran N, Sabari Rajan V. K., Prabhakaran P
10.7753/IJCATR1311.1002
keywords : Simple Histogram Filter, Decision Tree, Alzheimer’s disease, Random forest, J48.

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Alzheimer’s disease (AD) is a progressive neurodegenerative disorder, accounting for nearly 60% of all dementia cases. The occurrence of the disease has been increasing rapidly in recent years. Presently about 46.8 million individuals suffer from AD worldwide. The current absence of effective treatment to reverse or stop AD progression highlights the importance of disease prevention and early diagnosis. This research work finds that image feature extraction such as simple RGB Histogram Filter techniques on Alzheimer’s images dataset by implementing statistical learning. The Decision tree – J48 Classifier optimizer of ensemble category produced 51% of accuracy level, 0.510 of True Positive (TP) rate value, 0.163 of False Positive (FP) rate value, 0.507 of precision value, 0.510 value of recall value, 0.718 of receiver operating character (ROC) value and 0.478 of precision recall curve (PRC) value and it takes time consumption as 0.03 seconds to build a model which is produced as optimal results based on their performance compare with other models. The trees classifier of the J48 is best model for my proposed system.
@artical{p13112024ijcatr13111002,
Title = "Performance Analysis using SCH Filter on Alzheimer’s Disease using Machine Learning Algorithm ",
Journal ="International Journal of Computer Applications Technology and Research(IJCATR)",
Volume = "13",
Issue ="11",
Pages ="13 - 17",
Year = "2024",
Authors ="Prabakaran N, Sabari Rajan V. K., Prabhakaran P"}
  • The J48 Classifier is the best model to train the Alzheimer’s disease among other classifiers.
  • The J48 classifier produced minimum time taken to build model is 0.03 seconds.
  • The highest TP rate which produced by J48 classifier.
  • The highest recall value which produced by J48 classifier.
  • SCH filter is used and 10 fold cross valuation is used in this system.
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