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  • Conference proceedings
  • © 2020

Big Data – BigData 2020

9th International Conference, Held as Part of the Services Conference Federation, SCF 2020, Honolulu, HI, USA, September 18-20, 2020, Proceedings

Part of the book series: Lecture Notes in Computer Science (LNCS, volume 12402)

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

Conference series link(s): BIGDATA: International Conference on Big Data

Conference proceedings info: BIGDATA 2020.

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Table of contents (18 papers)

  1. Front Matter

    Pages i-xiv
  2. Research Track

    1. Front Matter

      Pages 1-1
    2. Entropy-Based Approach to Efficient Cleaning of Big Data in Hierarchical Databases

      • Eugene Levner, Boris Kriheli, Arriel Benis, Alexander Ptuskin, Amir Elalouf, Sharon Hovav et al.
      Pages 3-12
    3. A Performance Prediction Model for Spark Applications

      • Muhammad Usama Javaid, Ahmed Amir Kanoun, Florian Demesmaeker, Amine Ghrab, Sabri Skhiri
      Pages 13-22
    4. Processing Big Data Across Infrastructures

      • Verena Kantere
      Pages 38-51
    5. Fake News Classification of Social Media Through Sentiment Analysis

      • Lixuan Ding, Lanting Ding, Richard O. Sinnott
      Pages 52-67
    6. Scalable Reference Genome Assembly from Compressed Pan-Genome Index with Spark

      • Altti Ilari Maarala, Ossi Arasalo, Daniel Valenzuela, Keijo Heljanko, Veli Mäkinen
      Pages 68-84
    7. A Web Application for Feral Cat Recognition Through Deep Learning

      • Jingling Zhou, Shiyu Wang, Yunxue Chen, Richard O. Sinnott
      Pages 85-100
    8. MCF: Towards Window-Based Multiple Cuckoo Filter in Stream Computing

      • Ziyue Hu, Menglu Wu, Xiaopeng Fan, Yang Wang, Chengzhong Xu
      Pages 101-115
    9. A Data-Driven Method for Dynamic OD Passenger Flow Matrix Estimation in Urban Metro Systems

      • Jiexia Ye, JuanJuan Zhao, Liutao Zhang, ChengZhong Xu, Jun Zhang, Kejiang Ye
      Pages 116-126
    10. Ensemble Learning for Heterogeneous Missing Data Imputation

      • Andre Luis Costa Carvalho, Darine Ameyed, Mohamed Cheriet
      Pages 127-143
    11. Validating Goal-Oriented Hypotheses of Business Problems Using Machine Learning: An Exploratory Study of Customer Churn

      • Sam Supakkul, Robert Ahn, Ronaldo Gonçalves Junior, Diana Villarreal, Liping Zhao, Tom Hill et al.
      Pages 144-158
    12. The Collaborative Influence of Multiple Interactions on Successive POI Recommendation

      • Nan Wang, Yong Liu, Peiyao Han, Xiaokun Li, Jinbao Li
      Pages 159-174
  3. Application Track

    1. Front Matter

      Pages 175-175
    2. Clinical Trials Data Management in the Big Data Era

      • Martha O. Perez-Arriaga, Krishna Ashok Poddar
      Pages 190-205
    3. Heavy Vehicle Classification Through Deep Learning

      • Pei-Yun Sun, Wan-Yun Sun, Yicheng Jin, Richard O. Sinnott
      Pages 220-236
  4. Short Paper Track

    1. Front Matter

      Pages 237-237

Other Volumes

  1. Big Data – BigData 2020

About this book

This book constitutes the proceedings of the 9th International Conference on Big Data, BigData 2020, held as part of SCF 2020, during September 18-20, 2020. The conference was planned to take place in Honolulu, HI, USA and was changed to a virtual format due to the COVID-19 pandemic.

The 16 full and 3 short papers presented were carefully reviewed and selected from 52 submissions. The topics covered are Big Data Architecture, Big Data Modeling, Big Data As A Service, Big Data for Vertical Industries (Government, Healthcare, etc.), Big Data Analytics, Big Data Toolkits, Big Data Open Platforms, Economic Analysis, Big Data for Enterprise Transformation, Big Data in Business Performance Management, Big Data for Business Model Innovations and Analytics, Big Data in Enterprise Management Models and Practices, Big Data in Government Management Models and Practices, and Big Data in Smart Planet Solutions.

 

Editors and Affiliations

  • CSIRO, Marsfield, Australia

    Surya Nepal

  • Facebook (United States), Menlo Park, USA

    Wenqi Cao

  • Chungbuk National University, Cheongju, Korea (Republic of)

    Aziz Nasridinov

  • Fordham University, Bronx, USA

    MD Zakirul Alam Bhuiyan

  • University of North Texas, Denton, USA

    Xuan Guo

  • Kingdee International Software Group Co. Ltd., Shenzhen, China

    Liang-Jie Zhang

Bibliographic Information

Buy it now

Buying options

eBook USD 39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access