.............................................................................................................................. iii TEŞEKKÜR ................................................................................................................................ v ÇİZELGELER .......................................................................................................................... viii ŞEKİLLER ................................................................................................................................. ix KISALTMALAR ........................................................................................................................ x 1. GENEL BİLGİLER ................................................................................................................. 1 1.1 Tezin Amaç ve Hedefleri ....................................................................................................... 4 1.2 Tezin Kapsamı ....................................................................................................................... 5 1.3 Tezin Yapısı ........................................................................................................................... 5 2. ALAN BİLGİSİ ....................................................................................................................... 6 2.1 Bayes Sınıflandırıcı ............................................................................................................... 8 2.1.1 Naive Bayes Sınıflandırıcı .................................................................................................. 8 2.1.2 Naive Bayes Kernel .......................................................................................................... 10 2.2 Destek Vektör Makineleri (SVM) ....................................................................................... 11 2.2.1 Doğrusal SVM (Linear SVM) .......................................................................................... 12 2.2.2 Lib SVM ........................................................................................................................... 14 2.2.3 Pegasos SVM .................................................................................................................... 14 2.3 Karar Ağaçları ..................................................................................................................... 15 2.4 Yapay Sinir Ağları ............................................................................................................... 17 2.4.1 Perceptron ......................................................................................................................... 18 2.5 En Yakın Komşu K-NN ....................................................................................................... 19 2.6 Kelime Kümesi Tekniği (Bag of Words) ............................................................................. 19