Giter Club home page Giter Club logo

Comments (2)

JeanKossaifi avatar JeanKossaifi commented on June 2, 2024

What's your input tensor? Can you produce a minimal snippet of code to reproduce your error? It seems your tensor is very sparse / could it also be low-rank?

It also seems the range might be problematic - I think that's also link with another thing I want to add in tensorLy: optional normalization of the input tensor (and unnormalizing directly in factorized form) @cohenjer @aarmey

As a small test, could you try i) lower rank and ii) normalizing your tensor (e.g. remove mean and divide by std).

from tensorly.

cohenjer avatar cohenjer commented on June 2, 2024

Just to complete @JeanKossaifi's great answer, you can easily normalize a tensor T using T = T/tl.norm(T) but centering would make some values negative in the tensor so I would not do it in the context of nonnegative decomposition.

Something bad which may also occur is if whole slices of the tensor are zero. non_negative_tucker is based on multiplicative updates, you may be dividing by zero at some point in the algorithm. There is a safeguard (a small epsilon 1e-12 is added) but maybe with your precision this epsilon is too small and considered 0?

from tensorly.

Related Issues (20)

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.