Web Technologies and Applications: APWeb 2015 Workshops, BSD, WDMA, and BDAT, Guangzhou, China, September 18, 2015, Revised Selected Papers

178 Pages·2015·12.842 MB·English

by  Ruichu Cai, Kang Chen, Liang Hong, Xiaoyan Yang, Rong Zhang, Lei Zou (eds.)

Ruichu Cai · Kang Chen
Liang Hong · Xiaoyan Yang
Rong Zhang · Lei Zou (Eds.)
1 Web Technologies
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and Applications
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APWeb 2015 Workshops, BSD, WDMA, and BDAT
Guangzhou, China, September 18, 2015
Revised Selected Papers
123
Lecture Notes in Computer Science 9461
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More information about this series at http://www.springer.com/series/7409
Ruichu Cai Kang Chen
(cid:129)
Liang Hong Xiaoyan Yang
(cid:129)
Rong Zhang Lei Zou (Eds.)
(cid:129)
Web Technologies
and Applications
APWeb 2015 Workshops, BSD, WDMA, and BDAT
Guangzhou, China, September 18, 2015
Revised Selected Papers
123
Editors
RuichuCai Xiaoyan Yang
GuangdongUniversity of Technology AdvancedDigital Sciences Center
Guangzhou, Guangdong Singapore
China Singapore
Kang Chen RongZhang
Research Institute of ChinaTelecom Co. EastChinaNormal University
Guangzhou Shanghai
China China
LiangHong LeiZou
WuhanUniversity PekingUniversity
Wuhan Beijing
China China
ISSN 0302-9743 ISSN 1611-3349 (electronic)
Lecture Notesin Computer Science
ISBN 978-3-319-28120-9 ISBN978-3-319-28121-6 (eBook)
DOI 10.1007/978-3-319-28121-6
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LNCSSublibrary:SL3–InformationSystemsandApplications,incl.Internet/Web,andHCI
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Workshop 1
International Workshop on Big Data Applications
in Telecoms (BDAT 2015)
Introduction:
Bigdatahasbecomeubiquitousintelecommunications.Thegreatamountoftelecomdata
challenges state-of-the-art data computation and analysis methods. The aim of this
workshop is together experts in big data and to promote its applications in
telecommunications.
Program Committee
Co-chairs
Ruichu Cai Guangdong University of Technology, China
Kang Chen China Telecom Co., China
Members
Hua Lu Aalborg University, Denmark
Feng Li Microsoft Research, USA
Ilaria Bartolini University of Bologna, Italy
Joao Paulo Bartolo Gomes I2R, Singapore
Baozhong Wang China Telecom Co., China
Leong Hou U. University of Macau, Macau
Raymond Wong HKUST, Hong Kong, SAR China
Yong Xiang China Telecom Co., China
Workshop 2
The First International Workshop on Big Social Data (BSD 2015)
Introduction:
TheFirstInternationalWorkshoponBigSocialData(BSD2015)targetsresearchthat
focuses on all aspects of the greatest challenges and opportunities arising from big
socialdata.Bigsocialdatareferstothedatacollectedfromhumaninteractionsthrough
theWebandmobiledevices.Thisdatasetisarichsourceofinformation;enablingnew
scientific, economic, and social studies.
Theoverallgoalsoftheworkshoparetobringpeoplefromdifferentfieldstogether,
to foster the exchange of research ideas and results, and to encourage discussion on
howtomanage,analyze,andvisualizebigsocial dataindifferent applicationdomains
andtounderstandtheresearchchallengesofthisarea.Webelievethatbigsocialdatais
an emerging research topic that has not been served by a dedicated workshop in any
of the main database conferences. It has many practical applications that still need
further investigations and much research efforts from the database community. We
believe that the BSD workshop will become a traditional annual meeting for the
community of researchers in different topics of the field of big social data.
Honorary Chair
Cyrus Shahabi University of Southern California, USA
Program Co-chairs
Liang Hong Wuhan University, China
Lei Zou Peking University, China
Program Committee Members
Luming Zhang National University of Singapore, Singapore
Xiang Lian University of Texas-Pan American, USA
Yu Zheng Microsoft Research Asia, China
Wen Zhang Wuhan University, China
Workshop 3
First International Workshop on Web Data Mining
and Applications (WDMA 2015)
Introduction:
TheWebiscontinuingtodevelopintotheultimateinformationrepositoryoftheworld.
Users publish and share textual documents as well as multimedia data on various
websites including social network systems and Web portals. Withtons of data created
everyday on the Web, there is a growing interest in developing and applying
data-mining techniques to discover useful knowledge from user-generated data on the
Web. Thisworkshop onWeb Data Mining and Applications (WDMA 2015) aimedto
contribute to the development of data-mining algorithms and applications for
user-generated data on the Web.
Organizing Committee
Rong Zhang East China Normal University, China
Xiaoyan Yang Advanced Digital Sciences Center, Singapore
Program Committee
Zhihong Chong Southeast University, China
Xiaofeng He East China Normal University, China
Yue Kou Northeastern University, China
Tiezheng Nie Northeastern University, China
Xiang Shili Institute for Infocomm Research, Singapore
Fang Yuan Institute for Infocomm Research, Singapore
Minqi Zhou East China Normal University, China
Organization
Steering Committee
Chair
Jeffrey Xu Yu The Chinese University of Hong Kong, SAR China
Members
Masaru Kitsuregawa University of Tokyo, Japanese
Jianzhong Li Harbin Institute of Technology, China
Xuemin Lin The University of New South Wales, Australia
Kyu-Young Whang Korea Advanced Institute of Science and Technology, Korea
Ge Yu Northeastern University, China
Yanchun Zhang Victoria University, Australia
Aoying Zhou East China Normal University, China
Xiaofang Zhou The University of Queensland, Australia
Organizers
China Telecom
Guangdong University of Technology
Contents
BDAT
AMethodofTextClassificationCombiningNaiveBayesandtheSimilarity
Computing Algorithms. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3
Yinghan Hong, Guizhen Mai, Hui Zeng, and Cai Guo
An Empirical Study of a Large Scale Online Recommendation System . . . . . 15
Huazheng Fu, Kang Chen, and Jianbing Ding
Application of Big Data Processing Technology in the Intelligent Network
Management System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 26
Pingli Zhou, Zhiming Yang, Ling Li, and Shipeng Qiu
Estimating the Missing Traffic Speeds via Continuous Conditional
Random Fields. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 35
Bing Liang, Chong Chen, Ying-Hui Guan, and Xiao-Yu Huang
GPU-Based Parallel Processing Technology in DPI. . . . . . . . . . . . . . . . . . . 44
Zhimin Zhong, Yuliang Zhang, Guanglong Yang, and Yongping Kong
Mining the Discriminative Word Sets for Bag-of-Words Model
Based on Distributional Similarity Graph. . . . . . . . . . . . . . . . . . . . . . . . . . 54
Wen Wen, Zhifeng Hao, and Ruichu Cai
Research of Botnet Situation Awareness Based on Big Data. . . . . . . . . . . . . 71
Zhiqiang Luo, Jun Shen, Huamin Jin, and Dongxin Liu
Research on Cloud Datacenter Interconnect Technology. . . . . . . . . . . . . . . . 79
Nan Chen, Yongbing Fan, Xiaowu He, Yi Liu, and Qiaoling Li
Summarization-Based Ensemble Learning Method for Sparsely Labeled
Webpage Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 87
Le Li, Junyi Xu, Haiming Tong, and Weidong Xiao
BSD
Collaborative Model for Predicting Retweeting Behaviors on Twitter. . . . . . . 101
Liang Guo, Zhaoyun Ding, Sheng Zhang, Taowei Li, Weiwei Jiang,
and Hui Wang
Protecting Location Privacy in Spatial Crowdsourcing. . . . . . . . . . . . . . . . . 113
Jie Hu, Liusheng Huang, Lu Li, Mingyu Qi, and Wei Yang