eISSN 2093-744X
pISSN 1598-2645
pISSN 1598-2645
Advantages and disadvantages of various classifiers
| Classifier | Advantage | Disadvantage |
|---|---|---|
| Support vector machine (SVM) | Performs relatively well when a clear margin of separation exists between classes | Does not perform well when dataset contains a high amount of noise |
| K-nearest neighbor (KNN) | Simple implementation | Lazy learner |
| Decision tree | Does not require data scaling | Expensive; time required to train the model is long |
| Fuzzy | Performs well with noise | Not always accurate because predictions are based on assumptions |
International Journal of Fuzzy Logic and Intelligent Systems 2022;22:11~22 https://doi.org/10.5391/IJFIS.2022.22.1.11
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