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Title: :  AI-Based Analytics for Chronic Obstructive Pulmonary Disease
PaperId: :  26381
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 2 2025
DUI:    16.0415/IJARIIE-26381
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Anusha B.CMaharani's Science College for Women (Autonomous)

Abstract

Computer science
AI, Chronic Obstructive Pulmonary Disease, management, health.
Chronic Obstructive Pulmonary Disease (COPD) is a major cause of global morbidity and mortality, characterized by progressive airflow limitation and frequent exacerbations. Early detection, accurate diagnosis, and effective management are critical to improving patient outcomes and reducing healthcare costs. Traditional methods of diagnosis and monitoring have limitations, especially in the context of the disease's complex, heterogeneous nature. This paper explores the role of Artificial Intelligence (AI) in enhancing COPD management through data-driven analytics. It examines how AI-based techniques, including machine learning (ML), deep learning (DL), and natural language processing (NLP), can be leveraged to predict exacerbations, personalize treatment plans, and monitor disease progression in real-time. The paper also discusses various data sources, including electronic health records (EHRs), wearable devices, and imaging, and highlights the importance of effective data preprocessing. Real-world case studies and clinical implementations demonstrate the effectiveness of AI models in predicting acute events and improving patient outcomes. Ethical, legal, and practical considerations, such as data privacy, model transparency, and integration into clinical workflows, are also addressed. The paper concludes with a discussion of future directions, including multimodal data integration, continuous learning systems, and remote monitoring technologies. AI-based analytics hold the potential to revolutionize COPD care, offering a more personalized, efficient, and proactive approach to managing this chronic disease.

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IJARIIE Anusha B.C. "AI-Based Analytics for Chronic Obstructive Pulmonary Disease" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 2 2025 Page 3172-3177
MLA Anusha B.C. "AI-Based Analytics for Chronic Obstructive Pulmonary Disease." International Journal Of Advance Research And Innovative Ideas In Education 11.2(2025) : 3172-3177.
APA Anusha B.C. (2025). AI-Based Analytics for Chronic Obstructive Pulmonary Disease. International Journal Of Advance Research And Innovative Ideas In Education, 11(2), 3172-3177.
Chicago Anusha B.C. "AI-Based Analytics for Chronic Obstructive Pulmonary Disease." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 2 (2025) : 3172-3177.
Oxford Anusha B.C. 'AI-Based Analytics for Chronic Obstructive Pulmonary Disease', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, 2025, p. 3172-3177. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/AI_Based_Analytics_for_Chronic_Obstructive_Pulmonary_Disease_ijariie26381.pdf (Accessed : ).
Harvard Anusha B.C. (2025) 'AI-Based Analytics for Chronic Obstructive Pulmonary Disease', International Journal Of Advance Research And Innovative Ideas In Education, 11(2), pp. 3172-3177IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/AI_Based_Analytics_for_Chronic_Obstructive_Pulmonary_Disease_ijariie26381.pdf (Accessed : )
IEEE Anusha B.C, "AI-Based Analytics for Chronic Obstructive Pulmonary Disease," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, pp. 3172-3177, Mar-App 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/AI_Based_Analytics_for_Chronic_Obstructive_Pulmonary_Disease_ijariie26381.pdf [Accessed : ].
Turabian Anusha B.C. "AI-Based Analytics for Chronic Obstructive Pulmonary Disease." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 2 ().
Vancouver Anusha B.C. AI-Based Analytics for Chronic Obstructive Pulmonary Disease. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(2) : 3172-3177. Available from: https://ijariie.com/AdminUploadPdf/AI_Based_Analytics_for_Chronic_Obstructive_Pulmonary_Disease_ijariie26381.pdf
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