Graphical Models: Edition 2
May 2026 · Oxford Statistical Science Series Aklat 41 · Oxford University Press
E-book
496
Mga Page
Mga Tool
info
family_home
Kwalipikado
info
Tungkol sa ebook na ito
The idea of modelling systems using graph theory has its origin in several scientific areas: in statistical physics (the study of large particle systems), in genetics (studying inheritable properties of natural species), and in interactions in contingency tables. This new and extended edition of Graphical Models provides the basic mathematical and statistical theory of graphical models, incorporating the many advances that have been made in the field since the publication of the first edition in 1996. Lauritzen discusses basic graph theory and the fundamentals of conditional independence both in abstract form for conditional independence based on graphs and for probabilistic conditional independence. The associated Markov theory, forming the basis of all models in the book, is treated in some detail. The statistical theory based on likelihood methods and conjugate Bayesian analysis is developed for log-linear and Gaussian graphical models, as well as for graphical models involving mixed discrete and continuous data. A new and important chapter is devoted to structure estimation because this has become a dominating part of modern developments. Causal interpretation of models based on directed acyclic graphs and chain graphs are also discussed. The appendices contain some of the general mathematical results needed as background for the main contents of the book, including basic measure theory and the theory of Markov kernels, convex optimization, properties of the multivariate Gaussian distributions and derived distributions, as well as a brief exposition of the theory of exponential families.
The idea of modelling systems using graph theory has its origin in several scientific areas: in statistical physics (the study of large particle systems), in genetics (studying inheritable properties of natural species), and in interactions in contingency tables. This new and extended edition of ...
Tumuklas pa
Tungkol sa may-akda
Steffen L. Lauritzen studied statistics at the University of Copenhagen, Denmark, gaining a PhD in Statistics in 1975. He has held professorships at Aalborg University, the University of Oxford and, most recently, the University of Copenhagen. He holds the Guy Medal in Silver from Royal Statistical Society, is a Fellow of the Royal Society and a member of the Royal Danish Academy of Sciences and Letters.
Steffen L. Lauritzen studied statistics at the University of Copenhagen, Denmark, gaining a PhD in Statistics in 1975. He has held professorships at Aalborg University, the University of Oxford and, most recently, the University of Copenhagen. He holds the Guy Medal in Silver from Royal Statistic...
I-rate ang e-book na ito
Ipalaam sa amin ang iyong opinyon.
Impormasyon sa pagbabasa
Mga smartphone at tablet
I-install ang Google Play Books app para sa Android at iPad/iPhone. Awtomatiko itong nagsi-sync sa account mo at nagbibigay-daan sa iyong magbasa online o offline nasaan ka man.
Mga laptop at computer
Maaari kang makinig sa mga audiobook na binili sa Google Play gamit ang web browser ng iyong computer.
Mga eReader at iba pang mga device
Para magbasa tungkol sa mga e-ink device gaya ng mga Kobo eReader, kakailanganin mong mag-download ng file at ilipat ito sa iyong device. Sundin ang mga detalyadong tagubilin sa Help Center para mailipat ang mga file sa mga sinusuportahang eReader.
