This book presents a set of computational methods to extract information from conversational data, and to provide natural language summaries of the data. Table of Contents: Introduction / Background: Corpora and Evaluation Methods / Mining Text Conversations / Summarizing Text Conversations / Conclusions / Final Thoughts