Dengue Fever Classification Using Gene Expression Data: A PSO Based Artificial Neural Network Approach
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Cites background or methods from "Dengue Fever Classification Using G..."
...Figure 6 depicts the IFSS plot for precision of MLP-FFN....
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...The proposed model is compared with two different meta-heuristic supported ANN and MLP-FFN classifiers....
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...After each iteration, the MLP-FFN is trained with the reduced dataset having the number of features as in the current iteration....
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...In the current study, the MLP-FFN is used as the base model to find the optimal set of features....
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...The ingenuity of ANN-PSO over MLP-FFN in detecting type dengue fever is further supported by the precision, recall, and Fmeasure....
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39 citations
Cites methods from "Dengue Fever Classification Using G..."
...The experimental setup of NN-GA and NN-PSO is as in [34, 35]....
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...Consequently, meta-heuristic optimization methods, such as SA based methods [21, 22, 23], GA [24, 25], PSO [26, 27], and NSGAII [28, 29] can be employed to train the NN. Generally, several problems involve multiple objectives optimization at the same time to achieve a potent solution The multi-objective optimization [30] can formally be defined by finding the vector [ ]1 2 , , , Tp nx x x x= … of n decision variables such that ( ) ( )1 2( ) , , , ( ) T p nf x f x f x f x= … satisfies some constraints....
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...Table I reports the comparative study of the proposed method with NN-GA and NN-PSO....
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...Consequently, meta-heuristic optimization methods, such as SA based methods [21, 22, 23], GA [24, 25], PSO [26, 27], and NSGAII [28, 29] can be employed to train the NN....
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...A comparison has been made with the proposed model and two other popular meta-heuristic based classifier namely NN-PSO (ANN trained with Particle Swarm Optimization) and NN-GA (ANN trained with Genetic algorithm)....
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36 citations
References
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"Dengue Fever Classification Using G..." refers methods in this paper
...Greedy forward selection algorithm [21, 22] has been applied to accomplish this task....
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212 citations
192 citations
"Dengue Fever Classification Using G..." refers methods in this paper
...Greedy forward selection algorithm [21, 22] has been applied to accomplish this task....
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