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article-recommendation's Introduction

Article-Recommendation

##Compiler & OS

  • g++
  • Ubuntu 14.04

##Process

  • 1.Use tf-idf get the most representative words from all of the documents
  • 2.Use lda(Latent Dirichlet Allocation) topic model to draw realation between topics and words, documents and topics.
  • 3.Use ctr(Collaborative Topic Recommendation) to draw realtion between users and topics, and modify realation between documents and topics using collaborative filtering

##Run

  • ./lda est 8 200 settings.txt mult.txt random result/
  • ./ctr --directory result/ --user user.txt --item item.txt --mult mult.txt --theta_init final.gamma --beta_init final.beta
  • ./predict.out

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