GithubHelp home page GithubHelp logo

tzl0031 / multilabel-classification-on-social-network Goto Github PK

View Code? Open in Web Editor NEW

This project forked from jenniferwx/multilabel-classification-on-social-network

0.0 1.0 0.0 22.07 MB

Final Project: SCRN

Home Page: https://code.google.com/p/final_project_SCRN

MATLAB 49.83% C++ 41.98% Python 8.20%

multilabel-classification-on-social-network's Introduction

This code repository is dedicated to our new multi-label iterative relational neighbor classifier that employs social context features (SCRN). Our classifier incorporates a class propagation probability distribution obtained from instances’ social features, which are in turn extracted from the network topology. This class-propagation probability captures the node’s intrinsic likelihood of belonging to each class, and serves as a prior weight for each class when aggregating the neighbors’ class labels in the collective inference procedure. A relaxation labeling approach is used for the collective inference framework.

This material is based upon work supported by the National Science Foundation under Grant Number NSF IIS-08451 and the DARPA CSSG. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the funding agencies.

Please cite our corresponding papers if you use this material in any form in your publication:

@inproceedings{Xi-Sukthankar-KDD2013,
    author = {Wang, Xi and Sukthankar, Gita},
    title = {Multi-Label Relational Neighbor Classification using Social Context Features},
    booktitle = {Proceedings of The 19th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)},
    address = {Chicago, USA},
    month = {Aug},
    year = {2013},
    pages = {464-472}
}

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.