Evaluation of Machine Learning Models for Air Quality Index Prediction

I.S.Priya; J.Uma Mahesh; K.Lakshmi Prasanna; K.Gnanasri; M.Madhan; K.Sai Charan

Evaluation of Machine Learning Models for Air Quality Index Prediction

April 2025

Vol-11, Issue-2

Paper ID: 26404

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Electronics and Communication Engineering

Keywords

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).

Abstract

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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Author Information

#	Name	Institute / Affiliation
1	I.S.Priya	Sri Venkatesa Perumal College of Engineering and Technology
2	J.Uma Mahesh	Sri Venkatesa Perumal College of Engineering and Technology
3	K.Lakshmi Prasanna	Sri Venkatesa Perumal College of Engineering and Technology
4	K.Gnanasri	Sri Venkatesa Perumal College of Engineering and Technology
5	M.Madhan	Sri Venkatesa Perumal College of Engineering and Technology
6	K.Sai Charan	Sri Venkatesa Perumal College of Engineering and Technology

How to Cite

Use the following formats to cite this article in your research.

APA Style

I.S.Priya, Mahesh, J.Uma, Prasanna, K.Lakshmi, K.Gnanasri, M.Madhan, & Charan, K.Sai (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.

MLA Style

I.S.Priya, et al. "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, pp. 3205-3211.

IEEE Style

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, 2025.

Vancouver Style

I.S.Priya, Mahesh J.Uma, Prasanna K.Lakshmi, K.Gnanasri, M.Madhan, Charan K.Sai. Evaluation of Machine Learning Models for Air Quality Index Prediction. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(2):3205-3211.

Harvard Style

I.S.Priya, Mahesh, J.Uma, Prasanna, K.Lakshmi, K.Gnanasri, M.Madhan, & Charan, K.Sai (2025) 'Evaluation of Machine Learning Models for Air Quality Index Prediction', International Journal of Advance Research and Innovative Ideas In Education, 11(2), pp. 3205-3211.

Chicago Style

I.S.Priya, et al. "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.

Turabian Style

I.S.Priya, et al. "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.