Research Article

[Retracted] Improved Artificial Neural Network with State Order Dataset Estimation for Brain Cancer Cell Diagnosis

Table 1

Comparison table for existing methods.

MethodsProsCons

Logistic regressionGood performance for small-scale datasets and outputs produces for the interpreted probabilityAssumptions about the data are required and provide the linear solutions
KNNIntuitive methodsNo. of neighbors are user-defined-based
SVMsProvides the solutions for the nonlinear applicationsRequires the knowledge using the kernel employment
Decision treeAble to handle the categorical features and tune for the few parameters and performs well for huge number of featuresEnsemble of interpretability is questioned