arrow
Return

Tag recommendation for open source software

delete2013-11-15
delete17
PRE
AI
T
Tao Wang *
H
Huaimin Wang
G
Gang Yin
C
Charles X. Ling
X
Xiao Li
P
Peng Zou
DOI:10.1007/s11704-013-2394-xdelete
deleteOriginal
deleteOriginal request for help
deleteShare
deleteSave
Abstract

Abstract

En 中文
Nowadays open source software becomes highly popular and is of great importance for most software engineering activities. To facilitate software organization and retrieval, tagging is extensively used in open source communities. However, finding the desired software through tags in these communities such as Freecode and ohloh is still challenging because of tag insufficiency. In this paper, we propose TRG (tag recommendation based on semantic graph), a novel approach to discovering and enriching tags of open source software. Firstly, we propose a semantic graph to model the semantic correlations between tags and the words in software descriptions. Then based on the graph, we design an effective algorithm to recommend tags for software. With comprehensive experiments on large-scale open source software datasets by comparing with several typical related works, we demonstrate the effectiveness and efficiency of our method in recommending proper tags.
Keywords:
open source software
semantic graph
tag recommendation

Journal

Frontiers of Computer Science cover
Frontiers of Computer Science
IF:
4.6
Papers:
1.6K
Citations:
2.8K

Organization

W
western university (university of western ontario)
Scholars:
2.9W
Papers: 2.7W
Citations: 33
N
national university of defense technology - china
Scholars:
1.8W
Papers: 1.4W
Citations: 9
Cited Papers

Cited Papers

Inflammation and insulin resistance exert dual effects on adipose tissue tumor protein 53 expression
err2013-09-03
err0
errOAAI
errF J Ortega; J M Moreno-Navarrete; D Mayas; M Serino; J I Rodriguez-Hermosa; W Ricart; E Luche; R Burcelin; F J Tinahones; G Frühbeck; G Mingrone; J M Fernández-Real
errShare
errSave
Complications Associated with the Percutaneous Insertion of Fiducial Markers in the Thorax
err2010-07-27
err0
errOAAI
errNikhil Bhagat; Nicholas Fidelman; Jeremy C. Durack; Jeremy Collins; Roy L. Gordon; Jeanne M. LaBerge; Robert K. Kerlan
errShare
errSave
errShare
errSave
Comparative study of protein tyrosine phosphatase-ɛ isoforms: membrane localization confers specificity in cellular signalling
err2001-03-08
err0
PREAI
errJannik N⊘rgaard ANDERSEN; Ari ELSON; Reiner LAMMERS; John RØMER; Jes Thorn CLAUSEN; Karin Bach MØLLER; Niels Peter Hundahl MØLLER
errShare
errSave
Padrões de crescimento econômico dos municípios do MATOPIBA
err2020-01-01
err0
errOAAI
errLuiz Carlos de Santana Ribeiro; Ariana Souza Lôbo; Lizandra Duarte da Silva; Nathália Francelina Santos Andrade
errShare
errSave
MUDABlue: An automatic categorization system for Open Source repositories
err2006-07-01
err86
errOAAI
errKawaguchi, Shinji; Garg, Pankaj K.; Matsushita, Makoto; Inoue, Katsuro
errShare
errSave
researcher View more