Graphical model: Difference between revisions

Revision as of 09:59, 12 September 2020

Revision as of 15:58, 1 December 2020

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|pages=1208

|isbn=978-0-262-01319-2

|doi=

|accessdate=

|author2-link=Nir Friedman

|author-link=Daphne Koller

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| last = Bishop

| first = Christopher M.

| authorlinkauthor-link = Christopher Bishop

| title = Pattern Recognition and Machine Learning

| publisher = Springer

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| isbn=978-0-387-31073-2

| chapter= Chapter 8. Graphical Models

| chapterurlchapter-url=https://www.microsoft.com/en-us/research/wp-content/uploads/2016/05/Bishop-PRML-sample.pdf

| pages=359–422

| mr=2247587

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|author=Cowell, Robert G.

|author2=Dawid, A. Philip |author3=Lauritzen, Steffen L. |author4-link=David Spiegelhalter |author4=Spiegelhalter, David J.

|title=Probabilistic networks and expert systems |publisher=Springer |___location=Berlin |year=1999 |pages= |isbn=978-0-387-98767-5 |doi= |accessdate= |mr=1697175 |ref=cowell |author2-link=Philip Dawid }} A more advanced and statistically oriented book

* {{cite book |author=Jensen, Finn |title=An introduction to Bayesian networks |publisher=Springer |___location=Berlin |year=1996 |pages= |isbn=978-0-387-91502-9 |doi= |accessdate=}}

* {{Cite book

|first=Judea |last=Pearl |authorlinkauthor-link = Judea Pearl

| year = 1988

| title = Probabilistic Reasoning in Intelligent Systems

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===Journal articles===

* {{Cite journal

| author = Edoardo M. Airoldi |authorlink1author-link1=Edoardo Airoldi

| title = Getting Started in Probabilistic Graphical Models

| journal = [[PLOS Computational Biology]]

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| pmc = 2134967

}}

*{{Cite journal | last1 = Jordan | first1 = M. I. | authorlinkauthor-link=Michael I. Jordan| doi = 10.1214/088342304000000026 | title = Graphical Models | journal = Statistical Science | volume = 19 | pages = 140–155| year = 2004 | pmid = | pmc = | doi-access = free }}

*{{Cite journal|last=Ghahramani|first=Zoubin|date=May 2015|title=Probabilistic machine learning and artificial intelligence|journal=Nature|language=Englishen|volume=521|issue=7553|pages= 452–459|doi=10.1038/nature14541|pmid=26017444|s2cid=216356|url=https://www.repository.cam.ac.uk/handle/1810/248538}}

===Other===