BOOKS - Statistics Applied with the R Commander Data Analysis Is (Not) an Art
Statistics Applied with the R Commander Data Analysis Is (Not) an Art - Franz Kronthaler 2024 PDF Springer BOOKS
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Statistics Applied with the R Commander Data Analysis Is (Not) an Art
Author: Franz Kronthaler
Year: 2024
Pages: 349
Format: PDF
File size: 17.2 MB
Language: ENG



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Book Description: 'Statistics Applied with the R Commander Data Analysis Is Not an Art' is a book that explores the intersection of statistics and technology, specifically focusing on the use of the R programming language and the R Commander software package for data analysis. The author argues that data analysis is not an art, but rather a science that can be applied using statistical methods and techniques. The book provides a comprehensive introduction to the R Commander software and its capabilities, as well as practical examples of how to apply statistical methods to real-world data sets. The book begins by discussing the importance of understanding the process of technological evolution and the need for a personal paradigm for perceiving the technological process of developing modern knowledge. The author emphasizes the need for individuals to study and understand this process in order to adapt and thrive in a rapidly changing world. The book then delves into the specifics of data analysis, including data cleaning, visualization, and modeling, using the R Commander software package. Throughout the book, the author highlights the importance of using a systematic approach to data analysis, rather than relying on intuition or personal experience. The author also stresses the importance of understanding the limitations of statistical methods and the potential for bias in data analysis. The book concludes with a discussion on the future of data analysis and the role that technology will play in shaping the field. Book Outline: I. Introduction * The importance of understanding the process of technological evolution * The need for a personal paradigm for perceiving the technological process of developing modern knowledge II.
'Statistics Applied with the R Commander Data Analysis Is Not an Art'- книга, в которой исследуется пересечение статистики и технологий, в частности, основное внимание уделяется использованию языка программирования R и программного пакета R Commander для анализа данных. Автор утверждает, что анализ данных - это не искусство, а скорее наука, которую можно применять с помощью статистических методов и методик. Книга содержит исчерпывающее введение в программное обеспечение R Commander и его возможности, а также практические примеры применения статистических методов к реальным наборам данных. Книга начинается с обсуждения важности понимания процесса технологической эволюции и необходимости личностной парадигмы восприятия технологического процесса развития современного знания. Автор подчеркивает необходимость для людей изучать и понимать этот процесс, чтобы адаптироваться и процветать в быстро меняющемся мире. Затем книга углубляется в особенности анализа данных, включая очистку данных, визуализацию и моделирование, используя программный пакет R Commander. На протяжении всей книги автор подчеркивает важность использования системного подхода к анализу данных, а не опоры на интуицию или личный опыт. Автор также подчеркивает важность понимания ограничений статистических методов и возможности предвзятости в анализе данных. Книга завершается обсуждением будущего анализа данных и роли, которую технологии будут играть в формировании поля. Очерк книги: I. Введение * Важность понимания процесса технологической эволюции * Необходимость личностной парадигмы восприятия технологического процесса развития современных знаний II.
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