This book presents a variety of approaches and applications for using data mining and machine learning techniques in the context of event mining. It offers an introductory overview on recent developments and discusses the challenges and common tasks that need to be addressed in practical applications. The book extensively covers complex event processing, event mining and summarization, and applications in ITIL event management, intelligent cloud management, health care, and smart homes.