jmf's Introduction
Thank you for downloading this MATLAB package for Joint Matrix Factorization. This package contains the following files. This folder contains Matlab code related to the following paper: Lihua Zhang, Shihua Zhang. A Unified Joint Matrix Factorization Framework for Data Integration. Preprint arXiv:1707.08183. (https://arxiv.org/abs/1707.08183) The folder was last updated by Lihua Zhang on July 31, 2017. Please look `main_demo.m' at first and try to execute examples to learn how to use this software. Please send bug reports, comments, or questions to [email protected]. ================================= DESCRIPTION ================================= The codes including three part: simulation part, main function part, prediction part %%%%%%% simulation part JMF_synthetic_dataset1.m JMF_synthetic_dataset2.m JMF_synthetic_dataset3.m JMF_synthetic_dataset4.m These four codes used for generating synthetic datasets. %%%%%%% mian function part The main function is named JMF.m, which includes many parameters used to select update rules and stop criterions. More details are illustrated in the function. MUR_updateW.m, MUR_updateH.m PG_updateW.m, PG_updateH.m Ne_updateW.m, Ne_updateH.m PANLS_updateW.m, PANLS_updateH.m There codes used for updating W and H, which are invoked by JMF.m, JMF_prediction_L.m, and JMF_prediction_R.m. %%%%%%% prediction part Two prediction codes are included in this part, which are named by JMF_prediction_L.m and JMF_prediction_R.m. %%%%%%% Other codes (compute_diff.m, compute_sumHRt.m, compute_sumtheta_record.m, compute_XHt_HHt.m, get_gradW.m, get_gradH.m, StopCriterion_rule1.m, and StopCriterion_rule2.m) are invoked by many codes mentioned above.
jmf's People
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. ๐๐๐
-
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.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google โค๏ธ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.