Neural Network Graphical model

Graphical Models and Bayesian Networks Tutorial Reading
Graphical model of a gene

The following excerpt from “A Brief Introduction to Graphical Models and Bayesian Networks” by Kevin Murphy.


In reverse chronological order.

  • Daphne Koller and Nir Friedman, “Probabilistic graphical models: principles and techniques”, MIT Press 2009
  • Adnan Darwiche, “Modeling and reasoning with Bayesian networks”, Cambridge 2009
  • F. V. Jensen. “Bayesian Networks and Decision Graphs”. Springer. 2001.
    Probably the best introductory book available.
  • D. Edwards. “Introduction to Graphical Modelling”, 2nd ed. Springer-Verlag. 2000.
    Good treatment of undirected graphical models from a statistical perspective.
  • J. Pearl. “Causality”. Cambridge. 2000.
    The definitive book on using causal DAG modeling.
  • R. G. Cowell, A. P. Dawid, S. L. Lauritzen and D. J. Spiegelhalter. “Probabilistic Networks and Expert Systems”. Springer-Verlag. 1999.
    Probably the best book available, although the treatment is restricted to exact inference.
  • M. I. Jordan (ed). “Learning in Graphical Models”. MIT Press. 1998.
    Loose collection of papers on machine learning, many related to graphical models. One of the few books to discuss approximate inference.
  • B. Frey.

Source: 52nlp's Learning Notes

A Bradford Book Graphical Models: Foundations of Neural Computation (Computational Neuroscience)
Book (A Bradford Book)

You might also like:

10.4 State Space Models | 10 Directed Graphical Models | Pattern Recognition Class 2012
10.4 State Space Models | 10 Directed Graphical Models | Pattern Recognition Class 2012
11.4 The Simplex Algorithm | 11 Optimization | Pattern Recognition Class 2012
11.4 The Simplex Algorithm | 11 Optimization | Pattern Recognition Class 2012

15 Things You Shouldn't Be Paying For

2010-08-19 09:27:17 by YouUngratefulTurds

Basic Computer Software -- Thinking of purchasing a new computer? Think twice before you fork over the funds for a bunch of extra software. There are some great alternatives to the name brand software programs. The most notable is OpenOffice, the open-source alternative to those other guys. It's completely free and files can be exported in compatible formats.
Your Credit Report -- You don't have to pay for your credit report. You could sign up for one of the free credit monitoring services online to get a quick look at your credit report. You just have to remember to cancel the service before the end of the free trial. Or you could do one better and visit the only truly free place to see all three of your credit reports for free once a year.
Cell Phone -- The service plan...

Alexander Youth Network Seeks to Make 2013 the Mentally Healthiest Year Yet  —
Alexander Youth Network uses the Neurosequential Model of Therapeutics™ (NMT) to help match the nature and timing of specific therapeutic techniques to the developmental stage of the child, and to the brain region and neural networks that likely are ...

Springer Advances in Probabilistic Graphical Models (Studies in Fuzziness and Soft Computing)
eBooks (Springer)
Springer Machine Learning in Medical Imaging: Second International Workshop, MLMI 2011, Held in Conjunction with MICCAI 2011, Toronto, Canada, September 18, ... Vision, Pattern Recognition, and Graphics)
Book (Springer)

Related posts:

  1. Neural Network Forex Trading
  2. Neural Networks in the Cockpit
  3. Neural Networks in Excel
  4. Neural Networks c Builder
  5. Neural Networks bias node