Neurointel: A Cognitive Neural Disorder Prediction System Using Machine Learning Algorithms and Sequential CNN

Authors

  • Aparna Gayathri N UG – Computer Science and Engineering, Saranathan College of Engineering, Tiruchirappalli, Tamil Nadu, India. Author
  • Ananda Dharshinee M S UG – Computer Science and Engineering, Saranathan College of Engineering, Tiruchirappalli, Tamil Nadu, India. Author
  • Dheepika R UG – Computer Science and Engineering, Saranathan College of Engineering, Tiruchirappalli, Tamil Nadu, India. Author
  • Bhavya Srii A UG – Computer Science and Engineering, Saranathan College of Engineering, Tiruchirappalli, Tamil Nadu, India. Author
  • Dr. R. Senthamil Selvi Associate Professor, Computer Science and Engineering, Saranathan College of Engineering, Tiruchirappalli, Tamil Nadu, India. Author

DOI:

https://doi.org/10.47392/IRJAEH.2024.0381

Keywords:

Machine Learning, Neuroimaging, Neurological Disorder, Pattern Recognition, Sequential CNN, Symptom diagnosing

Abstract

The rise in neurological disorders within modern society emphasizes the critical need for accurate diagnosis and immediate treatment. Traditional diagnostic methods mostly depend on specialized Neurologists and primarily utilize MRI scans and related neuroimaging techniques to evaluate the neurological health of patients. With today’s growing need for diagnosing neural disorders, we need more prominent automated diagnostic tools to enhance medical practices. In this system, we propose a novel approach to diagnosing neurological disorders such as Alzheimer's Disease, Brain tumor and Brain stroke using Sequential Convolutional Neural Networks (CNNs) and machine learning algorithms. Our system utilizes the CNN at most of its capabilities in analyzing neuroimaging data and extracting key features that indicate neurological disorders. Through rigorous training and validation processes, the system achieves notable accuracy in the identification and classification of neurological disorders based on neuroscan findings. This enhances healthcare delivery by improving patient outcomes in the field of neurology.

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Published

2024-12-12

How to Cite

Neurointel: A Cognitive Neural Disorder Prediction System Using Machine Learning Algorithms and Sequential CNN. (2024). International Research Journal on Advanced Engineering Hub (IRJAEH), 2(12), 2754-2759. https://doi.org/10.47392/IRJAEH.2024.0381

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