Research Article
Online Incremental Learning for High Bandwidth Network Traffic Classification
(1) : flow instance | (2) : Nearest clusters from | (3) while new do | (4) merge to | (5) end while | (6) —Labeled Instance Injection (upon receiving)— | (7) if receive () then | (8) - Inject | (9) end if | (10) —Micro-model Reconstruction (after one chunk)— | (11) : Number of clusters | (12) : Desired number of clusters | (13) while do | (14) delete clusters with timestamp | (15) reduce clusters timestamp by | (16) end while | (17) gather all clusters in classification model | (18) reconstruct micro-model |
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