Data Science for Complex Systems
暫譯: 複雜系統的數據科學
Chakrabarti, Anindya S., Bakar, K. Shuvo, Chakraborti, Anirban
- 出版商: Cambridge
- 出版日期: 2023-05-25
- 售價: $1,650
- 貴賓價: 9.8 折 $1,617
- 語言: 英文
- 頁數: 289
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1108844790
- ISBN-13: 9781108844796
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相關分類:
Data Science
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商品描述
Many real-life systems are dynamic, evolving, and intertwined. Examples of such systems displaying 'complexity', can be found in a wide variety of contexts ranging from economics to biology, to the environmental and physical sciences. The study of complex systems involves analysis and interpretation of vast quantities of data, which necessitates the application of many classical and modern tools and techniques from statistics, network science, machine learning, and agent-based modelling. Drawing from the latest research, this self-contained and pedagogical text describes some of the most important and widely used methods, emphasising both empirical and theoretical approaches. More broadly, this book provides an accessible guide to a data-driven toolkit for scientists, engineers, and social scientists who require effective analysis of large quantities of data, whether that be related to social networks, financial markets, economies or other types of complex systems.
商品描述(中文翻譯)
許多現實生活中的系統都是動態的、演變的且相互交織的。這些顯示出「複雜性」的系統範例可以在經濟學、生物學、環境科學和物理科學等各種背景中找到。複雜系統的研究涉及對大量數據的分析和解釋,這需要應用許多來自統計學、網絡科學、機器學習和基於代理的建模的經典和現代工具與技術。這本自成一體且具教學性的書籍基於最新的研究,描述了一些最重要和最廣泛使用的方法,強調實證和理論方法。更廣泛地說,本書為科學家、工程師和社會科學家提供了一個易於理解的數據驅動工具包指南,幫助他們有效分析大量數據,無論這些數據與社交網絡、金融市場、經濟或其他類型的複雜系統相關。