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Title: :  Autoimmune Disease Detection in women Using Machine Learning Approach
PaperId: :  26654
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 3 2025
DUI:    16.0415/IJARIIE-26654
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
J. L. V. S. ALLIANCE UNIVERSUTY
K. Chenna Kesava GoudAlliance University
R. Nanda SaiAlliance University
Keerthika VAlliance University

Abstract

computer science Engineering
Autoimmue disease, machine learning, machine learning models that is used in the project
: Autoimmune disease disproportionately affect women and often present with complex, overlapping symptoms that make early diagnosis challenging. This study explores the application of machine learning (ML) techniques to improve the early and accurate detection of autoimmune conditions in female patients. By utilizing patient data including clinical records, laboratory results, and symptom histories various ML models were trained and evaluated for predictive performance. Algorithms such as Random Forest, Support Vector Machine (SVM), and Neural Networks demonstrated significant potential in classifying and identifying disease patterns. The results highlight the capacity of ML to support healthcare professionals in diagnosing autoimmune disorders more efficiently, ultimately contributing to personalized treatment strategies and improved patient outcomes.

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IJARIIE J. L. V. S. , K. Chenna Kesava Goud, R. Nanda Sai, and Keerthika V. "Autoimmune Disease Detection in women Using Machine Learning Approach" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 1709-1713
MLA J. L. V. S. , K. Chenna Kesava Goud, R. Nanda Sai, and Keerthika V. "Autoimmune Disease Detection in women Using Machine Learning Approach." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 1709-1713.
APA J. L. V. S. , K. Chenna Kesava Goud, R. Nanda Sai, & Keerthika V. (2025). Autoimmune Disease Detection in women Using Machine Learning Approach. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 1709-1713.
Chicago J. L. V. S. , K. Chenna Kesava Goud, R. Nanda Sai, and Keerthika V. "Autoimmune Disease Detection in women Using Machine Learning Approach." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 1709-1713.
Oxford J. L. V. S. , K. Chenna Kesava Goud, R. Nanda Sai, and Keerthika V. 'Autoimmune Disease Detection in women Using Machine Learning Approach', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 1709-1713. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Autoimmune_Disease_Detection_in_women_Using_Machine_Learning_Approach_ijariie26654.pdf (Accessed : ).
Harvard J. L. V. S. , K. Chenna Kesava Goud, R. Nanda Sai, and Keerthika V. (2025) 'Autoimmune Disease Detection in women Using Machine Learning Approach', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 1709-1713IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Autoimmune_Disease_Detection_in_women_Using_Machine_Learning_Approach_ijariie26654.pdf (Accessed : )
IEEE J. L. V. S. , K. Chenna Kesava Goud, R. Nanda Sai, and Keerthika V, "Autoimmune Disease Detection in women Using Machine Learning Approach," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, pp. 1709-1713, May-Jun 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Autoimmune_Disease_Detection_in_women_Using_Machine_Learning_Approach_ijariie26654.pdf [Accessed : ].
Turabian J. L. V. S. , K. Chenna Kesava Goud, R. Nanda Sai, and Keerthika V. "Autoimmune Disease Detection in women Using Machine Learning Approach." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 ().
Vancouver J. L. V. S. , K. Chenna Kesava Goud, R. Nanda Sai, and Keerthika V. Autoimmune Disease Detection in women Using Machine Learning Approach. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(3) : 1709-1713. Available from: https://ijariie.com/AdminUploadPdf/Autoimmune_Disease_Detection_in_women_Using_Machine_Learning_Approach_ijariie26654.pdf
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