Lectures on Advanced Topics in Categorical Data Analysis
暫譯: 類別資料分析進階主題講座
Rudas, Tamas
- 出版商: Springer
- 出版日期: 2025-01-24
- 售價: $6,340
- 貴賓價: 9.5 折 $6,023
- 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
海外代購書籍(需單獨結帳)
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)
本書延續了作者之前著作《分類資料分析講座》的使命，擴展了該書中的入門概念，並提供了數學上嚴謹的高級主題和當前研究的統計技術介紹，這些技術可應用於社會科學、政治學、行為科學和生命科學。它對分類資料分析中的一系列主題進行了直觀且統一的討論，並強調結構而非隨機性，使得許多方法可應用於機器學習環境和大數據分析。
本書專注於圖形模型、其在因果分析中的應用、多變量離散分佈的參數化分析特性、邊際模型以及無坐標關係模型。為了指導讀者進行未來的研究，本書提供了原始論文的參考資料，並對大多數重要結果提供了詳細的證明。與之前的著作類似，本書包含練習題和研究問題，適合研究生以及活躍的研究人員使用。
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)
是布達佩斯厄爾特大學社會科學院統計系的名譽教授。他同時也是西雅圖華盛頓大學統計系的兼任教授。他是歐洲社會學院的院士，並曾擔任歐洲方法學協會的會長。他是厄爾特大學社會科學院的創院院長，並在美國和歐洲的多個統計系擔任過訪問職位。Rudas博士的出版物包括《類別數據分析講座》（Springer 2018）。他的研究涉及類別數據分析的方法，包括對對數線性模型的推廣，如邊際模型和關聯模型、模型擬合的評估，以及調查統計的主題。
