Data Science: Foundations and Hands-on Experience:Handling Economic, Spatial, and Multidimensional Data with R
商品資訊
ISBN13:9789819646821
出版社:Springer Nature Switzerland AG
作者:Fatwa Ramdani
出版日:2025/07/12
裝訂/頁數:精裝/412頁
規格:15.5cm*23.5cm (高/寬)
商品簡介
This book will take readers from foundational concepts to practical applications, enabling them to transform raw data into meaningful insights. It covers key skills such as data collection, cleaning, organization, exploration, analysis, and impactful presentationcore competencies for navigating todays data-rich landscape.
Each chapter is designed to build both theoretical understanding and hands-on expertise. The books unique dual-approach structure introduces foundational data science concepts, followed by exercises in RStudio using real-world datasets from social fields. This blend of theory and practice ensures readers grasp the how and the why behind data-driven research, making it ideal for students, researchers, and professionals seeking to enhance their analytical capabilities. Spatial data analysis stands out as one of the most unique in this book because it focuses on spatial data, a topic rarely covered in data science references. While there are many resources on data science, few explore the unique aspects of spatial data. Nowadays, most data includes location information, which can greatly enhance data science and decision-making.
The final chapter will discuss critical topics in data ethics and reproducibility, encouraging readers to think responsibly about data use. By the end, readers will gain not only technical skills but also ethical awareness, empowering them to conduct rigorous, reliable, and socially conscious research. No prior experience with data science is requiredjust an eagerness to explore the power of data in understanding and shaping society. This textbook is suitable for adoption in both undergraduate and graduate classes. The book will help students build a solid theoretical foundation in data science while gaining hands-on experience with RStudio.
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