Giter VIP home page Giter VIP logo

madlib's People

Contributors

aojwang avatar farzadras avatar gavinsherry avatar haradh1 avatar haying avatar jhellerstein avatar kevinyl avatar livingstream avatar mwellons414 avatar sujitp avatar testuser300 avatar vatsan avatar

Watchers

 avatar

madlib's Issues

Add convergence check to SVD's for Lanczos Bidiagonalization.

MADlib's SVD implementation currently does not have a convergence check from one iteration to the next of the Lanczos Bidiagonalization algorithm (the irlba implementation in R, does have this check).

As a result, if the user does not provide the number of iterations as input, MADlib SVD will chug through upto a maximum of 5000 iterations before returning the results, this might make the user believe that the algorithm has stalled esp. on large matrices, while running on a single machine (like Postgres).

Add convergence check to SVD for Lanczos Bidiagonalization.

MADlib's SVD implementation currently does not have a convergence check from one iteration to the next of the Lanczos Bidiagonalization algorithm (the irlba implementation in R, does have this check).

As a result, if the user does not provide the number of iterations as input, MADlib SVD will chug through upto a maximum of 5000 iterations before returning the results, this might make the user believe that the algorithm has stalled esp. on large matrices, while running on a single machine (like Postgres).

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.