GithubHelp home page GithubHelp logo

Errata in Figure 10.2 about prml_errata HOT 3 OPEN

yousuketakada avatar yousuketakada commented on August 11, 2024
Errata in Figure 10.2

from prml_errata.

Comments (3)

yousuketakada avatar yousuketakada commented on August 11, 2024

First, please note that Figure 10.2 compares variational Bayes vs. expectation propagation (moment matching) or minimizing KL(q||p) vs. KL(p||q), and that the solutions have different properties as shown in the figure (see also Figure 10.3).
For either case, we do not need any assumption other than that q(Z) factorizes as (10.5) to obtain the spherical distributions as described in the text because the true distribution p(Z) has an elliptical distribution rotated 45 degrees so that the diagonal elements Lambda_11 and Lambda_22 of the precision matrix (and thus those of the covariance matrix) are equal.
I would suggest you run both the algorithms for some specific example by yourself to understand why.

from prml_errata.

erdosxx avatar erdosxx commented on August 11, 2024

I can understand your point and you are right. Thank you for your good comments. :-)

from prml_errata.

erdosxx avatar erdosxx commented on August 11, 2024

Hi Yousuke
I appreciate your good comments and excellent errata.
For this problem, I want to check one more thing with you.

As you commented, I can understand \Lambda_{11} = \Lambda_{22} and the solution has
spherical Gaussian.
However, I think that as author showed, both solutions based on (10.9) and KL(p||q) are same as following.
https://drive.google.com/file/d/1OKM4T6SL1-3zPfqnXcy3TSEXbrup4T6r/view?usp=sharing
So, I think that only one figure in Figure 10.2 is relevant to this solution and cannot have
two different cases.
Is my understanding correct?

Thank you.

from prml_errata.

Related Issues (18)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.