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.

AlgorithmAdvantageDisadvantageCompatibility with routing plan

Naive Bayes classifierLow operation cost, support incremental operation, and strong interpretabilityNot suitable for strongly associated propertiesHigher, and the probability-based routing mechanism will be adopted later.
Decision treeEasy to extract rules, easy to visualize, and fast to testCannot be parameterized and easy to overfitNot suitable, and it is difficult to cooperate with the routing mechanism
Logistic regression classifierLow computational cost, simple implementation, and strong interpretation of resultsMay underfitHigher, and the routing mechanism based on edge weight will be adopted later.