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<?xml version="1.0" standalone="yes"?> <Paper uid="P02-1049"> <Title>What's the Trouble: Automatically Identifying Problematic Dialogues in DARPA Communicator Dialogue Systems</Title> <Section position="3" start_page="0" end_page="0" type="intro"> <SectionTitle> 2 Corpus, Methods and Data </SectionTitle> <Paragraph position="0"> Our experiments apply CLASSIFICATION and REGRESSION trees (CART) (Brieman et al., 1984) to train a Problematic Dialogue Identi er (PDI) from a corpus of human-computer dialogues. CLASSIFICATION trees are used for categorical response variables and REGRESSION trees are used for continuous response variables. CART trees are binary decision trees. A CLASSIFICATION tree speci es what queries to perform on the features to maximize</Paragraph> </Section> class="xml-element"></Paper>