Performance of Levenberg-Marquardt neural network algorithm in air quality forecasting

• Main Authors: Cho, Kar Mun, Nur Haizum Abd Rahman, Iszuanie Syafidza Che Ilias
• Format: Article
• Language: English
• Published: Penerbit Universiti Kebangsaan Malaysia 2022
• Online Access: http://journalarticle.ukm.my/20469/1/23.pdf; http://journalarticle.ukm.my/20469/; https://www.ukm.my/jsm/malay_journals/jilid51bil8_2022/KandunganJilid51Bil8_2022.html
• Institution: Universiti Kebangsaan Malaysia

Levenberg-Marquardt algorithm and conjugate gradient method are frequently used for optimization in multi-layer perceptron (MLP). However, both algorithms have mixed conclusions in optimizing MLP in time series forecasting. This study uses autoregressive integrated moving average (ARIMA) and MLP...