Lectures on Advanced Topics in Categorical Data Analysis
Rudas, Tamas
- 出版商: Springer
- 出版日期: 2025-01-22
- 售價: $5,690
- 貴賓價: 9.5 折 $5,406
- 語言: 英文
- 頁數: 356
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031558545
- ISBN-13: 9783031558542
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相關分類:
Data Science
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相關主題
商品描述
This book continues the mission of the previous text by the author, Lectures on Categorical Data Analysis, by expanding on the introductory concepts from that volume and providing a mathematically rigorous presentation of advanced topics and current research in statistical techniques which can be applied in the social, political, behavioral, and life sciences. It presents an intuitive and unified discussion of an array of themes in categorical data analysis, and the emphasis on structure over stochastics renders many of the methods applicable in machine learning environments and for the analysis of big data.
The book focuses on graphical models, their application in causal analysis, the analytical properties of parameterizations of multivariate discrete distributions, marginal models, and coordinate-free relational models. To guide the readers in future research, the volume provides references to original papers and also offers detailed proofs of most of the significant results. Like the previous volume, it features exercises and research questions, making it appropriate for graduate students, as well as for active researchers.
商品描述(中文翻譯)
這本書延續了作者之前的著作《關於類別資料分析的講座》的使命，擴展了該卷的入門概念，並提供了數學上嚴謹的高級主題和當前研究的統計技術，這些技術可以應用於社會科學、政治學、行為科學和生命科學。它以直觀和統一的方式討論了類別資料分析的各種主題，並且強調結構而非隨機性，使得許多方法適用於機器學習環境和大數據分析。
本書專注於圖形模型及其在因果分析中的應用，多變量離散分佈參數化的分析特性，邊際模型和無座標關聯模型。為了引導讀者進行未來的研究，本書提供了原始論文的參考文獻，並且還提供了大部分重要結果的詳細證明。與前一卷一樣，本書包含練習題和研究問題，適合研究生和活躍的研究人員閱讀。
作者簡介
Tamás Rudas is Professor Emeritus in the Department of Statistics of the Faculty of Social Sciences, Eötvös Loránd University, Budapest. He is also an Affiliate Professor in the Department of Statistics, University of Washington, Seattle. He is a Fellow of the European Academy of Sociology and a former President of the European Association of Methodology. He was Founding Dean of the Faculty of Social Sciences of the Eötvös Loránd University and has held visiting positions in several statistics departments in the US and Europe. Dr. Rudas' publications include Lectures on Categorical Data Analysis (Springer 2018). His research deals with methods for the analysis of categorical data, including generalizations of the log-linear model like marginal and relational models, the assessment of model fit, and topics in survey statistics.
作者簡介(中文翻譯)
Tamás Rudas是布達佩斯Eötvös Loránd大學社會科學學院統計學系的名譽教授。他也是華盛頓大學統計學系的聯合教授。他是歐洲社會學學院的院士，也曾擔任歐洲方法學協會的主席。他曾是Eötvös Loránd大學社會科學學院的創院院長，並在美國和歐洲的多個統計學系擔任過訪問學者職位。Rudas博士的著作包括《類別數據分析講義》（Springer 2018）。他的研究涉及類別數據分析方法，包括對數線性模型的擴展，如邊際模型和關聯模型，模型適配度的評估以及調查統計學的相關主題。
