Data Analytics For Discourse Analysis With Python

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Data Analytics for Discourse Analysis with Python

This concise volume, using examples of psychotherapy talk, showcases the potential applications of data analytics for advancing discourse research and other related disciplines. The book provides a brief primer on data analytics, defined as the science of analyzing raw data to reveal new insights and support decision making. Currently underutilized in discourse research, Tay draws on the case of psychotherapy talk, in which clients' concerns are worked through via verbal interaction with therapists, to demonstrate how data analytics can address both practical and theoretical concerns. Each chapter follows a consistent structure, offering a streamlined walkthrough of a key technique, an example case study, and annotated Python code. The volume shows how techniques such as simulations, classification, clustering, and time series analysis can address such issues as incomplete data transcripts, therapist-client (a)synchrony, and client prognosis, offering inspiration for research, training, and practitioner self-reflection in psychotherapy and other discourse contexts. This volume is a valuable resource for discourse and linguistics researchers, particularly for those interested in complementary approaches to qualitative methods, as well as active practitioners.
Data Analytics for Discourse Analysis with Python

This concise volume, using examples of psychotherapy talk, showcases the potential applications of data analytics for advancing discourse research and other related disciplines. The book provides a brief primer on data analytics, defined as the science of analyzing raw data to reveal new insights and support decision making. Currently underutilized in discourse research, Tay draws on the case of psychotherapy talk, in which clients’ concerns are worked through via verbal interaction with therapists, to demonstrate how data analytics can address both practical and theoretical concerns. Each chapter follows a consistent structure, offering a streamlined walkthrough of a key technique, an example case study, and annotated Python code. The volume shows how techniques such as simulations, classification, clustering, and time series analysis can address such issues as incomplete data transcripts, therapist–client (a)synchrony, and client prognosis, offering inspiration for research, training, and practitioner self-reflection in psychotherapy and other discourse contexts. This volume is a valuable resource for discourse and linguistics researchers, particularly for those interested in complementary approaches to qualitative methods, as well as active practitioners.
Introducing Evolutionary Pragmatics

This collection highlights a range of perspectives on the emerging body of research on evolutionary pragmatics, expanding the borders of language evolution research and indicating exciting new directions for the future of the field. The volume adopts a broad view of pragmatics, providing a counterpoint to classical models of language evolution by exploring the ways in which the origins of language can be traced through the emergence of language structures from use in context. The book synthesizes different lines of inquiry, ranging from evolutionary linguistics to cognitive linguistics, philosophy, and cognitive pragmatics, among other fields, which foreground the impact of the environment on language and of language, through speaker use, on context. The volume is organized around three sections, each taking in turn a different dimension of evolutionary pragmatics research; the origins of language as seen in animal communication; a closer look at the use of language in interaction for the formation of communication channel and linguistic meaning; the role of cooperation and competition dynamics for the emergence of language structure. This book will be of particular interest to scholars in evolutionary linguistics, language origins, cognitive pragmatics, cognitive archaeology, and cognitive semiotics, as well as related areas in philosophy, psychology, and anthropology.