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Data Science

Second International Conference, ICDS 2015, Sydney, Australia, August 8-9, 2015, Proceedings

  • Conference proceedings
  • © 2015

Overview

Editors:
  1. Chengqi Zhang

    1. University of Technology, Sydney, Australia

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  2. Wei Huang

    1. Xi'an Jiaotong University, Xi'an Jiaotong, China

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  3. Yong Shi

    1. Chinese Academy of Sciences, Beijing, China

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  4. Philip S. Yu

    1. University of Illinois Chicago, CHICAGO, USA

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  5. Yangyong Zhu

    1. Fudan University, Shanghai, China

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  6. Yingjie Tian

    1. Research Center on Fictitious Econo, Chinese Academy of Sciences, Beijing, China

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  7. Peng Zhang

    1. University of Technology, Sydney, Australia

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  8. Jing He

    1. Victoria University, Melbourne, Australia

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 9208)

Part of the book sub series: Information Systems and Applications, incl. Internet/Web, and HCI (LNISA)

Included in the following conference series:

Conference proceedings info: ICDS 2015.

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Table of contents (25 papers)

  1. Front Matter

    Pages I-X
    Download chapter PDF

  2. Design of Personalized News Comments Recommendation System

    • Mingnan Zhou, Ruisheng Shi, Zhaozhen Xu, Yuan He, Yiyi Zhou, Lina Lan
    Pages 1-5

  3. Minimizing the Social Influence from a Topic Modeling Perspective

    • Qipeng Yao, Li Guo
    Pages 6-15

  4. A Study on Optimal Policy for Purchase Data Updating in ERP Systems

    • Wei Zong, Feng Wu, Zhengrui Jiang, Yi Qu
    Pages 16-24

  5. Research of Community Partition Based on the Modularity in Signed Network

    • Jingfeng Guo, Xiao Chen, Junli Yu, Chaozhi Fan, Miaomiao Liu
    Pages 25-29

  6. LDA Based Event Extraction: Detecting Influenza Epidemics Using Microblog

    • Jingwei Li, Wayne Huang, Ping Chen
    Pages 30-33

  7. A Friend Recommendation System Using Users’ Information of Total Attributes

    • Zhou Zhang, Yuewen Liu, Wei Ding, Wei Wayne Huang
    Pages 34-41

  8. Discovering Sequential Rental Patterns by Fleet Tracking

    • Xinxin Jiang, Xueping Peng, Guodong Long
    Pages 42-49

  9. A Fast Climbing Approach for Diffusion Source Inference in Large Social Networks

    • Wenyu Zang, Xiao Wang, Qipeng Yao, Li Guo
    Pages 50-57

  10. Satellite Data Science: A Case Study for Smog Disaster Prediction from Multiple Satellite Observations

    • Ming Wu, Huajun Chen, Jiaoyan Chen
    Pages 58-61

  11. An Algebra Description for Hard Clustering

    • Bo Wang, Yong Shi, Zhuofan Yang, Xuchan Ju
    Pages 62-69

  12. Homeomorphism Between Fuzzy Number Space and the Space of Bounded Functions with Same Monotonicity on \([-1,1]\)

    • Huadong Wang, Sicong Guo, Yong Shi
    Pages 70-77

  13. Regression-Based Outlier Detection of Sensor Measurements Using Independent Variable Synthesis

    • Chang Mok Park, Jesung Jeon
    Pages 78-86

  14. Supervised Object Boundary Detection Based on Structured Forests

    • Fan Meng, Zhiquan Qi, Limeng Cui, Zhensong Chen, Yong Shi
    Pages 87-94

  15. Pavement Distress Detection Using Random Decision Forests

    • Limeng Cui, Zhiquan Qi, Zhensong Chen, Fan Meng, Yong Shi
    Pages 95-102

  16. STMM: Semantic and Temporal-Aware Markov Chain Model for Mobility Prediction

    • Hamidu Abdel-Fatao, Jiuyong Li, Jixue Liu
    Pages 103-111

  17. 3D Model-Based Food Traceability Information Extraction Framework

    • Bo Mao, Jing He, Jie Cao, Stephen Bigger, Todor Vasiljevic
    Pages 112-119

  18. A Spark-Based Big Data Platform for Massive Remote Sensing Data Processing

    • Zhongyi Sun, Fengke Chen, Mingmin Chi, Yangyong Zhu
    Pages 120-126

  19. A Vehicle Routing Problem with Time Windows for Attended Home Distribution

    • Yi Qu, Feng Wu, Wei Zong
    Pages 127-134

  20. Active Class Discovery by Querying Pairwise Label Homogeneity

    • Yifan Fu, Junbin Gao, Xingquan Zhu
    Pages 135-140
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Other volumes

  1. Data Science

Keywords

About this book

This book constitutes the refereed proceedings of the Second International Conference on Data Science, ICDS 2015, held in Sydney, Australia, during August 8-9, 2015.

The 19 revised full papers and 5 short papers presented were carefully reviewed and selected from 31 submissions. The papers focus on the following topics: mathematical issues in data science; big data issues and applications; data quality and data preparation; data-driven scientific research; evaluation and measurement in data service; big data mining and knowledge management; case study of data science; social impacts of data science.

Editors and Affiliations

  • University of Technology, Sydney, Australia

    Chengqi Zhang, Peng Zhang

  • Xi'an Jiaotong University, Xi'an Jiaotong, China

    Wei Huang

  • Chinese Academy of Sciences, Beijing, China

    Yong Shi

  • University of Illinois Chicago, CHICAGO, USA

    Philip S. Yu

  • Fudan University, Shanghai, China

    Yangyong Zhu

  • Research Center on Fictitious Econo, Chinese Academy of Sciences, Beijing, China

    Yingjie Tian

  • Victoria University, Melbourne, Australia

    Jing He

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