Research Article
[Retracted] Optimal Scheduling Model of WDM/OTN Network Transmission Line Based on Machine Learning
Table 5
Comparative analysis of the characteristics of three classification algorithms.
| Algorithm | Advantage | Disadvantage | Compatibility with routing plan |
| Naive Bayes classifier | Low operation cost, support incremental operation, and strong interpretability | Not suitable for strongly associated properties | Higher, and the probability-based routing mechanism will be adopted later. | Decision tree | Easy to extract rules, easy to visualize, and fast to test | Cannot be parameterized and easy to overfit | Not suitable, and it is difficult to cooperate with the routing mechanism | Logistic regression classifier | Low computational cost, simple implementation, and strong interpretation of results | May underfit | Higher, and the routing mechanism based on edge weight will be adopted later. |
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