Git Product home page Git Product logo

cp-tiht's Introduction

README

Paper: ``Iterative Hard Thresholding for Low CP-rank Tensor Models" by 
R. Grotheer, S. Li, A. Ma, D. Needell, J. Qin
https://arxiv.org/pdf/1908.08479.pdf


Requirements:
Tensorlab (https://www.tensorlab.net/)

Functions: 
	- buildTens.m: Utility function to build tensor 
	- cpTIHT.m: Tensor Iterative Hard Thresholding for Low CP-rank Tensors
	- cpTIHT_completion.m: Tensor Iterative Hard Thresholding for Low CP-rank Tensor Completion

Scripts: 
	- runme_synth_varyM.m: Script for running CP-TIHT on synthetic data when varying the number of measurements
	- runme_synth_varyR.m: Script for running CP-TIHT on synthetic data when varying the CP-rank
	- runme_candle.m: Script for running candle experiment 
	- runme_compl_varyM.m: Script for running CP-TIHT on completion problem when varying the number of measurements
	- runme_compl_varyR.m: Script for running CP-TIHT on completion problem when varying the rank

cp-tiht's People

Contributors

lishuang0809 avatar

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.