Objective: The main objective of this paper is to easily identify thyroid symptom for treatment. Methods: In this paper two main techniques are proposed for mining the hidden pattern in the dataset. Ensemble-I and Ensemble- II both are machine learning techniques. Ensemble-I generated from decision tree, over fitting and neural network and Ensemble-II generated from combinations of Bagging and Boosting techniques. Finally proposed experiment is conducted by Ensemble-I vs. Ensemble-II. Results: In the entire experimental setup find an ensemble –II generated model is the higher compare to other ensemble-I model. In each experiment observe and compare the value of all the performance of ROC, MAE, RMSE, RAE and RRSE. Stacking (ensemble-I) ensemble model estimate the weights for input with output model by thyroid dataset. After the measurement find out the results ROC=(98.80), MAE= (0.89), 6RMSE=(0.21), RAE= (52.78), RRSE=(83.71)and in the ensemble-II observe thyroid dataset and measure all performance of the model ROC=(98.79), MAE= (0.31), RMSE=(0.05) and RAE= (35.89) and RRSE=(52.67). Finally concluded that (Bagging+ Boosting) ensemble-II model is the best compare to other.
Yadav, D. C. and Pal, S. (2019). To Generate an Ensemble Model for Women Thyroid Prediction Using Data Mining Techniques. Asian Pacific Journal of Cancer Prevention, 20(4), 1275-1281. doi: 10.31557/APJCP.2019.20.4.1275
MLA
Yadav, D. C. , and Pal, S. . "To Generate an Ensemble Model for Women Thyroid Prediction Using Data Mining Techniques", Asian Pacific Journal of Cancer Prevention, 20, 4, 2019, 1275-1281. doi: 10.31557/APJCP.2019.20.4.1275
HARVARD
Yadav, D. C., Pal, S. (2019). 'To Generate an Ensemble Model for Women Thyroid Prediction Using Data Mining Techniques', Asian Pacific Journal of Cancer Prevention, 20(4), pp. 1275-1281. doi: 10.31557/APJCP.2019.20.4.1275
CHICAGO
D. C. Yadav and S. Pal, "To Generate an Ensemble Model for Women Thyroid Prediction Using Data Mining Techniques," Asian Pacific Journal of Cancer Prevention, 20 4 (2019): 1275-1281, doi: 10.31557/APJCP.2019.20.4.1275
VANCOUVER
Yadav, D. C., Pal, S. To Generate an Ensemble Model for Women Thyroid Prediction Using Data Mining Techniques. Asian Pacific Journal of Cancer Prevention, 2019; 20(4): 1275-1281. doi: 10.31557/APJCP.2019.20.4.1275
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