Algorithm of text categorization based on cloud computing - Details

author：

Huang, Liqin (Huang, Liqin.) ^[1] | Lin, Liqun (Lin, Liqun.) ^[2] | Liu, Yanhuang (Liu, Yanhuang.) ^[3]

Indexed by：

Abstract：

MapReduce　framework　of　cloud　computing　has　an　effective　way　to　achieve　massive　text　categorization.　In　this　paper　a　distributed　parallel　text　training　algorithm　in　cloud　computing　environment　based　on　multi-class　Support　Vector　Machines(SVM)　is　designed.　In　cloud　computing　environment　Map　tasks　realize　distributing　various　types　of　samples　and　Reduce　tasks　realize　the　specific　SVM　training.　Experimental　results　show　that　the　execution　time　of　text　training　decreases　with　the　number　of　Reduce　tasks　increasing.　Also　a　parallel　text　classifying　based　on　cloud　computing　is　designed　and　implemented,　which　classify　the　unknown　type　texts.　Experimental　results　show　that　the　speed　of　text　classifying　increases　with　the　number　of　Map　tasks　increasing.　©　(2013)　Trans　Tech　Publications,　Switzerland.

Keyword：

Cloud computing Communication Computer systems Support vector machines Text processing

Community：

[ 1 ] [Huang, Liqin]College of Physics and Information Engineering, Fuzhou University, Fuzhou 350108, China
[ 2 ] [Lin, Liqun]College of Physics and Information Engineering, Fuzhou University, Fuzhou 350108, China
[ 3 ] [Liu, Yanhuang]College of Mathematics and Computer Science, Fuzhou University, Fuzhou 350108, China

Reprint 's Address：

Email：

hlq@fzu.edu.cn

Show more details

Related Keywords：

MapReduce-based parallel learning for large-scale remote sensing images
2014，Open Automation and Control Systems Journal
Mixed word embedding method based on knowledge graph augment for text classification
2019，17th IEEE International Conference on Parallel and Distributed Processing with Applications, 9th IEEE International Conference on Big Data and Cloud Computing, 9th IEEE International Conference on Sustainable Computing and Communications, 12th IEEE International Conference on Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019
Automatic text summarization based on transformer and switchable normalization
2019，17th IEEE International Conference on Parallel and Distributed Processing with Applications, 9th IEEE International Conference on Big Data and Cloud Computing, 9th IEEE International Conference on Sustainable Computing and Communications, 12th IEEE International Conference on Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019
A Novel Approach to Cloud Security: Publicly Verifiable Remote Signcryption Framework
2025，IEEE INTERNET OF THINGS JOURNAL
A Novel Framework in Cloud Security: Remote Signcryption
2024，IEEE INTERNET OF THINGS JOURNAL

Source ：

ISSN： 1660-9336

Year： 2013

Volume： 311

Page： 158-163

Language： English

Cited Count：

WoS CC Cited Count：

SCOPUS Cited Count： 1

ESI Highly Cited Papers on the List： 0 Unfold All

WanFang Cited Count：

Chinese Cited Count：

30 Days PV： 0

Affiliated Colleges：

Get Fulltext

DOI Library Discovery Baidu Scholar Search Engineering Village

Type
Departments

All Years Choose Year From to