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Works by Md M. Islam

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Md M. Islam [5]Md Milon Islam [1]Md Monirul Islam [1]
  1.  26
    An Approach for Demand Forecasting in Steel Industries Using Ensemble Learning.S. M. Taslim Uddin Raju,Amlan Sarker,Apurba Das,Md Milon Islam,Mabrook S. Al-Rakhami,Atif M. Al-Amri,Tasniah Mohiuddin &Fahad R. Albogamy -2022 -Complexity 2022:1-19.
    This paper aims to introduce a robust framework for forecasting demand, including data preprocessing, data transformation and standardization, feature selection, cross-validation, and regression ensemble framework. Bagging ), boosting and extreme gradient boosting regression ), and stacking are employed as ensemble models. Different machine learning approaches, including support vector regression, extreme learning machine, and multilayer perceptron neural network, are adopted as reference models. In order to maximize the determination coefficient value and reduce the root mean square error, hyperparameters are set using (...) the grid search method. Using a steel industry dataset, all tests are carried out under identical experimental conditions. In this context, STACK1 and STACK2 models provided better performance than other models. The highest accuracies of R2 of 0.97 and 0.97 are obtained using STACK1 and STACK2, respectively. Moreover, the rank according to performances is STACK1, STACK2, XGBR, GBR, RFR, MLP, ELM, and SVR. As it improves the performance of models and reduces the risk of decision-making, the ensemble method can be used to forecast the demand in a steel industry one month ahead. (shrink)
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  2.  37
    Self-consistent screening of a pseudo-atom in a nearly-free electron metal.Md M. Islam &M. A. Ball -1970 -Philosophical Magazine 22 (180):1227-1241.
  3.  32
    Incorporation of orthogonalization effects within the screened uniform charge model.M. A. Ball &Md M. Islam -1973 -Philosophical Magazine 27 (6):1289-1300.
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  4.  33
    Self-consistent screening of impurity atoms in nearly-free-electron metals.M. A. Ball &Md M. Islam -1975 -Philosophical Magazine 31 (1):97-104.
  5.  27
    Incorporation of correction terms into the self-consistent calculation of screening in metals.Md M. Islam &M. A. Ball -1971 -Philosophical Magazine 23 (186):1329-1338.
  6.  39
    Self-consistent Screening in the alkali metals.Md M. Islam &M. A. Ball -1972 -Philosophical Magazine 26 (4):935-939.
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