Incremental Integration Algorithm based on Incremental RLID3

Wang Hongbin,Hu Lei,Xie Xiaodong,Zhou Lianke,Li Huafeng

Algorithm 4 RLID3IncreEnsemble (incremental data set, initial stage of all base classifiers)

Input: incremental data set, initial stage of all base classifiers Output: adjusted base classifiers 1. Perform the following procedure T times in parallel{//T represents the number of base classifiers 2. Call algorithm 1, using the incremental data set to adjust the i base classifier to obtain the adjusted i base classifier 3. Test set of the i base classifier of initial stage is used as the test set of the adjusted i base classifier 4. Using the formula (2), the accuracy of the i base classifier is calculated. 5. Using the formula (3), the weight of the i base classifier is calculated. 6. }