TY - JOUR TT - EXAMINING THE AFFECTS OF SCORING METRICS ON BAYESIAN NETWORKS STRUCTURE LEARNING AU - Dünder, Emre AU - Cengiz, Mehmet Ali AU - Gümüştekin, Serpil PY - 2015 DA - May JF - International Anatolia Academic Online Journal Sciences Journal JO - IAAOJ PB - Abdülkadir IŞIK WT - DergiPark SN - 2148-3183 SP - 0 EP - 0 VL - 3 IS - 1 KW - Bayesci Ağlar KW - Yapı Öğrenme KW - Skorlama Ölçütleri KW - Skor Tabanlı Algoritmalar KW - Karma Algoritmalar N2 - The scoring metrics directly affect the performance of the constructed Bayesian network structure. In this study we investigated the affects of different scoring metrics on Bayesian network structure using score based and hybrid algorithms. By using Alarm data set we compared four different scoring metrics with applying three Bayesian network structure learning algorithms. According to obtained results, the structures which constructed with Akaike information criteria (AIC) and Bayesian information criteria (BIC) gives better results according to Bayesian Dirichlet equalivance and K2 scoring metrics UR - https://dergipark.org.tr/tr/pub/iaaojf/issue//356061 L1 - https://dergipark.org.tr/tr/download/article-file/367788 ER -