Data science has been playing a vital role in almost all major fields. Many researchers are interested in the development of IT applications, which are user-driven with a focus on issues. This can be addressed using data science. User-driven research and data science have gained much attention from many private, public, and government organizations and research institutions. The Handbook of Research on Designing User Interfaces With a Data Science Approach promotes the inclusion of more diversified users for user-centered designs of applications across domains and analyzes user data with a data science approach for effective and user-friendly user interface designs. It introduces the foundations of advanced topics of human-computer interaction, particularly with user-centered designs and techniques. Covering topics such as artificial neural networks, natural dialog systems, and machine learning, this book is an essential resource for faculty, research scholars, industry professionals, students of higher education, mathematicians, data scientists, interaction designers, visual designers, software engineers, user experience researchers, accessibility engineers, cognitive system engineers, academicians, and libraries.

Reciprocity has been critical in the philosophy and social sciences of the 20th century. Over the last seven decades, several countries settled by European powers have become autonomous, and returning has become a challenge. Consequently, writing on reciprocity as a central theme requires time and implies a deep dedication to the community. There is a need to explore the factors and policies behind the study agendas and secret philosophies before and after European involvement. Reciprocity and Its Practice in Social Research aims to open the controlled consciousness of self as a human being and then as a scholar to the community via the methodological lens. It analyzes reciprocity from the Greek tradition to Medeabale Arab to the early colonial or pre-colonial period. It specifically addresses the benefit of social research on the community and seeks ways to revolutionize and improve current research and academic processes. Covering topics such as the philosophy of science, indigenous science, and Western metaphysics, this book is an essential resource for anthropologists, philosophers, sociologists, university faculty and administration, students of higher education, librarians, researchers, and academicians.