Applied Spatial Statistics and Econometrics
暫譯: 應用空間統計與計量經濟學
Kopczewska, Katarzyna
- 出版商: Routledge
- 出版日期: 2020-11-26
- 售價: $2,780
- 貴賓價: 9.5 折 $2,641
- 語言: 英文
- 頁數: 594
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0367470764
- ISBN-13: 9780367470760
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相關分類:
機率統計學 Probability-and-statistics
海外代購書籍(需單獨結帳)
相關主題
商品描述
This textbook is a comprehensive introduction to applied spatial data analysis using R. Each chapter walks the reader through a different method, explaining how to interpret the results and what conclusions can be drawn. The author team showcases key topics, including unsupervised learning, causal inference, spatial weight matrices, spatial econometrics, heterogeneity and bootstrapping. It is accompanied by a suite of data and R code on Github to help readers practise techniques via replication and exercises.
This text will be a valuable resource for advanced students of econometrics, spatial planning and regional science. It will also be suitable for researchers and data scientists working with spatial data.
商品描述(中文翻譯)
這本教科書是使用 R 進行應用空間數據分析的全面介紹。每一章都引導讀者了解不同的方法，解釋如何解讀結果以及可以得出什麼結論。作者團隊展示了關鍵主題，包括無監督學習、因果推斷、空間權重矩陣、空間計量經濟學、異質性和自助法。書中附有一套數據和 R 代碼，存放在 GitHub 上，以幫助讀者通過重複和練習來實踐技術。
這本書將成為計量經濟學、空間規劃和區域科學高級學生的寶貴資源。它也適合從事空間數據研究的研究人員和數據科學家。
作者簡介
Katarzyna Kopczewska is an associate professor at University of Warsaw, Faculty of Economic Sciences. As a quantitative economist, she deals with spatial modelling of geolocalised economic processes - location and co-location, agglomeration, concentration, diffusion, spatial interactions in relation to economic phenomena, companies and real estate but also regional policy or public-sector activities. She conducts methodological research on the implementation of data science methods for spatial analysis and combining them with classical spatial statistics and econometrics in R. She combines quantitative solutions with theory and problems of regional science and economic geography. She serves at the European Regional Science Association (ERSA).
作者簡介(中文翻譯)
Katarzyna Kopczewska 是華沙大學經濟科學院的副教授。作為一名定量經濟學家，她專注於地理定位經濟過程的空間建模，包括位置與共位置、聚集、集中、擴散以及與經濟現象、公司和不動產相關的空間互動，還有區域政策或公共部門活動。她進行方法論研究，探討數據科學方法在空間分析中的應用，並將其與 R 語言中的經典空間統計和計量經濟學相結合。她將定量解決方案與區域科學和經濟地理的理論及問題相結合。她在歐洲區域科學協會（ERSA）任職。
