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Title: :  Evaluation of Machine Learning Models for Air Quality Index Prediction
PaperId: :  26404
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-26404
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
I.S.PriyaSri Venkatesa Perumal College of Engineering and Technology
J.Uma MaheshSri Venkatesa Perumal College of Engineering and Technology
K.Lakshmi PrasannaSri Venkatesa Perumal College of Engineering and Technology
K.GnanasriSri Venkatesa Perumal College of Engineering and Technology
M.MadhanSri Venkatesa Perumal College of Engineering and Technology
K.Sai CharanSri Venkatesa Perumal College of Engineering and Technology

Abstract

Electronics and Communication Engineering
Linear Regression, SGD Regression, LASSO Regression, Random Forest Regression, Ada Boost Regression, Gradient Boost Regression, ANN Regression, LSTM Regression, Root-mean- square error (RMSE), correlation coefficient (r), and coefficient of determination (R^2).
Air pollution is a hotspot of wide concern in Indian cities. With the worsening of air pollution, urban agglomerations face an increasingly complex environment for air quality monitoring, hindering sustainable and high-quality development in India. More effective methods for predicting air quality are urgently needed. The imperative lies in maintaining pristine air quality and comprehending diverse air pollutants to effectively manage and model air pollution. Given the capricious and variably spatiotemporal nature of pollution, predicting air quality emerges as a notably intricate endeavour.

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IJARIIE I.S.Priya, J.Uma Mahesh, K.Lakshmi Prasanna, K.Gnanasri, M.Madhan, and K.Sai Charan. "Evaluation of Machine Learning Models for Air Quality Index Prediction" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 2 2025 Page 3205-3211
MLA I.S.Priya, J.Uma Mahesh, K.Lakshmi Prasanna, K.Gnanasri, M.Madhan, and K.Sai Charan. "Evaluation of Machine Learning Models for Air Quality Index Prediction." International Journal Of Advance Research And Innovative Ideas In Education 11.2(2025) : 3205-3211.
APA I.S.Priya, J.Uma Mahesh, K.Lakshmi Prasanna, K.Gnanasri, M.Madhan, & K.Sai Charan. (2025). Evaluation of Machine Learning Models for Air Quality Index Prediction. International Journal Of Advance Research And Innovative Ideas In Education, 11(2), 3205-3211.
Chicago I.S.Priya, J.Uma Mahesh, K.Lakshmi Prasanna, K.Gnanasri, M.Madhan, and K.Sai Charan. "Evaluation of Machine Learning Models for Air Quality Index Prediction." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 2 (2025) : 3205-3211.
Oxford I.S.Priya, J.Uma Mahesh, K.Lakshmi Prasanna, K.Gnanasri, M.Madhan, and K.Sai Charan. 'Evaluation of Machine Learning Models for Air Quality Index Prediction', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, 2025, p. 3205-3211. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Evaluation_of_Machine_Learning_Models_for_Air_Quality_Index_Prediction_ijariie26404.pdf (Accessed : ).
Harvard I.S.Priya, J.Uma Mahesh, K.Lakshmi Prasanna, K.Gnanasri, M.Madhan, and K.Sai Charan. (2025) 'Evaluation of Machine Learning Models for Air Quality Index Prediction', International Journal Of Advance Research And Innovative Ideas In Education, 11(2), pp. 3205-3211IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Evaluation_of_Machine_Learning_Models_for_Air_Quality_Index_Prediction_ijariie26404.pdf (Accessed : )
IEEE I.S.Priya, J.Uma Mahesh, K.Lakshmi Prasanna, K.Gnanasri, M.Madhan, and K.Sai Charan, "Evaluation of Machine Learning Models for Air Quality Index Prediction," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, pp. 3205-3211, Mar-App 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Evaluation_of_Machine_Learning_Models_for_Air_Quality_Index_Prediction_ijariie26404.pdf [Accessed : ].
Turabian I.S.Priya, J.Uma Mahesh, K.Lakshmi Prasanna, K.Gnanasri, M.Madhan, and K.Sai Charan. "Evaluation of Machine Learning Models for Air Quality Index Prediction." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 2 ().
Vancouver I.S.Priya, J.Uma Mahesh, K.Lakshmi Prasanna, K.Gnanasri, M.Madhan, and K.Sai Charan. Evaluation of Machine Learning Models for Air Quality Index Prediction. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(2) : 3205-3211. Available from: https://ijariie.com/AdminUploadPdf/Evaluation_of_Machine_Learning_Models_for_Air_Quality_Index_Prediction_ijariie26404.pdf
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