Regression Graph Models for Categorical Data: Parameterization and Inference
暫譯: 類別資料的迴歸圖模型:參數化與推論

Lupparelli, Monia, Marchetti, Giovanni Maria, Tarantola, Claudia

  • 出版商: Springer
  • 出版日期: 2025-11-14
  • 售價: $2,270
  • 貴賓價: 9.5$2,157
  • 語言: 英文
  • 頁數: 109
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3031997964
  • ISBN-13: 9783031997969
  • 相關分類: 機率統計學 Probability-and-statistics
  • 海外代購書籍(需單獨結帳)

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作者簡介

Monia Lupparelli is an Associate Professor at the Department of Statistics, Computer Science and Applications, University of Florence, Italy. Besides graphical Markov models and categorical data analysis, her main research interests include causal inference with emphasis on statistical methods for causal discovery, statistical models for the analysis of dynamic network data, and latent Markov models for longitudinal data analysis with application in several fields.

Giovanni Maria Marchetti is a Full Professor at the Department of Statistics, Computer Science and Applications, University of Florence, Italy. His research interests include the theory and applications of multivariate analysis, generalized linear models for circular data and graphical Markov models. His more recent publications concern the representations of independencies in chain and mixed graphs and the properties of the symmetric Ising distributions.

Claudia Tarantola is a Full Professor at the Department of Economics, Management and Quantitative Methods, University of Milan, Italy. Besides graphical models and categorical data analysis, her research interests include Bayesian methods, Markov Chain Monte Carlo techniques, statistical models for financial risk, data science, and quantitative methods for diversity and inclusion.

作者簡介(中文翻譯)

莫尼亞·盧帕雷利是義大利佛羅倫斯大學統計、計算機科學與應用系的副教授。除了圖形馬可夫模型和類別數據分析外,她的主要研究興趣包括因果推斷,特別是針對因果發現的統計方法、動態網絡數據分析的統計模型,以及用於縱向數據分析的潛在馬可夫模型,並應用於多個領域。 喬凡尼·瑪麗亞·馬爾凱蒂是義大利佛羅倫斯大學統計、計算機科學與應用系的正教授。他的研究興趣包括多變量分析的理論與應用、圓形數據的廣義線性模型以及圖形馬可夫模型。他最近的出版物涉及鏈圖和混合圖中獨立性的表示以及對稱伊辛分佈的性質。 克勞迪亞·塔蘭托拉是義大利米蘭大學經濟學、管理學與定量方法系的正教授。除了圖形模型和類別數據分析外,她的研究興趣包括貝葉斯方法、馬可夫鏈蒙地卡羅技術、金融風險的統計模型、數據科學以及多樣性和包容性的定量方法。

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