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Title: :  FUSING IMAGE AND CLINICAL DATA FOR PRECISE BRAIN DISEASE DIAGNOSIS USING MACHINE LEARNING
PaperId: :  23084
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-23084
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
BALAKUMARAN K PBANNARI AMMAN INSTITUTE OF TECHNOLOGY
BARATH VBANNARI AMMAN INSTITUTE OF TECHNOLOGY
NAVEEN KUMAR J BBANNARI AMMAN INSTITUTE OF TECHNOLOGY
PRIYA LBANNARI AMMAN INSTITUTE OF TECHNOLOGY

Abstract

Computer Engineering
Brain Tumor, CNN, SVM, Diagnosis
The diagnosis of brain diseases poses a significant challenge due to the complexity and heterogeneity of these conditions. Leveraging machine learning (ML) techniques, particularly through the fusion of medical images and clinical data, holds promise for improving diagnostic accuracy and facilitating precise treatment decisions. In this project, we propose a novel approach that integrates both modalities to enhance brain disease diagnosis. We collect a comprehensive dataset comprising medical images (such as MRI or CT scans) and associated clinical data, including demographics, symptoms, and medical history, from patients with various brain diseases. Through careful preprocessing and feature extraction, we capture the rich information embedded in both types of data. We develop a machine learning model capable of effectively integrating these heterogeneous data sources, employing techniques such as multi-modal learning or end-to-end architectures. The model is trained and evaluated using appropriate performance metrics to assess its diagnostic accuracy and clinical utility. Upon validation, the model is deployed into clinical workflows, providing clinicians with a tool for more precise and informed decision-making. Continuous monitoring and improvement ensure the model's reliability and relevance in real-world clinical settings. By bridging the gap between medical images and clinical data, our approach contributes to advancing personalized medicine and improving patient outcomes in the diagnosis and management of brain diseases.

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IJARIIE BALAKUMARAN K P, BARATH V, NAVEEN KUMAR J B, and PRIYA L. "FUSING IMAGE AND CLINICAL DATA FOR PRECISE BRAIN DISEASE DIAGNOSIS USING MACHINE LEARNING" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 2407-2410
MLA BALAKUMARAN K P, BARATH V, NAVEEN KUMAR J B, and PRIYA L. "FUSING IMAGE AND CLINICAL DATA FOR PRECISE BRAIN DISEASE DIAGNOSIS USING MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 2407-2410.
APA BALAKUMARAN K P, BARATH V, NAVEEN KUMAR J B, & PRIYA L. (2024). FUSING IMAGE AND CLINICAL DATA FOR PRECISE BRAIN DISEASE DIAGNOSIS USING MACHINE LEARNING. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 2407-2410.
Chicago BALAKUMARAN K P, BARATH V, NAVEEN KUMAR J B, and PRIYA L. "FUSING IMAGE AND CLINICAL DATA FOR PRECISE BRAIN DISEASE DIAGNOSIS USING MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 2407-2410.
Oxford BALAKUMARAN K P, BARATH V, NAVEEN KUMAR J B, and PRIYA L. 'FUSING IMAGE AND CLINICAL DATA FOR PRECISE BRAIN DISEASE DIAGNOSIS USING MACHINE LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 2407-2410. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/FUSING_IMAGE_AND_CLINICAL_DATA_FOR_PRECISE_BRAIN_DISEASE_DIAGNOSIS_USING_MACHINE_LEARNING_ijariie23084.pdf (Accessed : ).
Harvard BALAKUMARAN K P, BARATH V, NAVEEN KUMAR J B, and PRIYA L. (2024) 'FUSING IMAGE AND CLINICAL DATA FOR PRECISE BRAIN DISEASE DIAGNOSIS USING MACHINE LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 2407-2410IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/FUSING_IMAGE_AND_CLINICAL_DATA_FOR_PRECISE_BRAIN_DISEASE_DIAGNOSIS_USING_MACHINE_LEARNING_ijariie23084.pdf (Accessed : )
IEEE BALAKUMARAN K P, BARATH V, NAVEEN KUMAR J B, and PRIYA L, "FUSING IMAGE AND CLINICAL DATA FOR PRECISE BRAIN DISEASE DIAGNOSIS USING MACHINE LEARNING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 2407-2410, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/FUSING_IMAGE_AND_CLINICAL_DATA_FOR_PRECISE_BRAIN_DISEASE_DIAGNOSIS_USING_MACHINE_LEARNING_ijariie23084.pdf [Accessed : ].
Turabian BALAKUMARAN K P, BARATH V, NAVEEN KUMAR J B, and PRIYA L. "FUSING IMAGE AND CLINICAL DATA FOR PRECISE BRAIN DISEASE DIAGNOSIS USING MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 ().
Vancouver BALAKUMARAN K P, BARATH V, NAVEEN KUMAR J B, and PRIYA L. FUSING IMAGE AND CLINICAL DATA FOR PRECISE BRAIN DISEASE DIAGNOSIS USING MACHINE LEARNING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(2) : 2407-2410. Available from: https://ijariie.com/AdminUploadPdf/FUSING_IMAGE_AND_CLINICAL_DATA_FOR_PRECISE_BRAIN_DISEASE_DIAGNOSIS_USING_MACHINE_LEARNING_ijariie23084.pdf
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