/MOA

Incrementable Classifier

Primary LanguageJava

Dodatki do MOA

Inkrementowany klasyfikator

Bayesowski:

  • Naive Bayes
  • Perceptron
  • k-NN

Parametry

  • budget — % of objects in each chunk
  • treshold — [0,1]
  • chunk_size

Algorytm

while data stream exists
  collect data in data chunk
  randomize chunk
  set budget
  for each object in chunk
    classify(object)
    if budget > 0 && support < treshold
      ask for label
      retrain classifier
      budget--
    end
  end
end