| Description |
1 online resource |
| Series |
Lecture notes in computer science ; 12402 |
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LNCS sublibrary, SL 3, Information systems and applications, incl. internet/web, and HCI |
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Lecture notes in computer science ; 12402.
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LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI.
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| Contents |
Intro -- Preface -- Organization -- Conference Sponsor -- Services Society -- About the Services Conference Federation (SCF) -- Contents -- Research Track -- Entropy-Based Approach to Efficient Cleaning of Big Data in Hierarchical Databases -- Abstract -- 1 Introduction -- 2 Overview of the HDB Architecture -- 3 Basic Definitions -- 4 Entropy as a Measure of Information Quantity -- 5 Computational Application -- 6 Concluding Remarks -- Acknowledgement -- References -- A Performance Prediction Model for Spark Applications -- 1 Introduction -- 2 Related Work -- 3 Overview |
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3.1 An Experimental Framework for Performance Prediction of Spark -- 3.2 Parameter Selection -- 3.3 Dataset Generation -- 3.4 Application Features Selection -- 3.5 Performance Model -- 4 Experimental Evaluation -- 4.1 Experimental Setup -- 4.2 Evaluation of Performance Model's Accuracy -- 5 Conclusion -- References -- Predicting the DJIA with News Headlines and Historic Data Using Hybrid Genetic Algorithm/Support Vector Regression and BERT -- 1 Introduction -- 2 Literature Review -- 2.1 Hybrid Genetic Algorithm/Support Vector Regression |
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2.2 Bidirectional Encoder Representations from Transformers -- 2.3 Proposed Model -- 3 Methods -- 4 Results -- 5 Discussion -- References -- Processing Big Data Across Infrastructures -- Abstract -- 1 Introduction -- 2 Related Work -- 3 Methodology for Deploying BDAs on Large Infrastructures -- 4 Conclusion -- References -- Fake News Classification of Social Media Through Sentiment Analysis -- Abstract -- 1 Introduction -- 2 Related Work -- 3 System Architecture and Hypotheses -- 4 Methodology -- 5 Results and Analysis -- 6 Conclusions and Future Work -- References |
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Scalable Reference Genome Assembly from Compressed Pan-Genome Index with Spark -- 1 Introduction -- 1.1 Related Work -- 2 Methods -- 2.1 Distributed and Parallel Data Processing in Genomics -- 2.2 Distributed and Parallel Characteristics of Genomic Data -- 2.3 Reference Genome Assembly -- 2.4 Compressed Indexing of Pan-Genomes -- 2.5 Variant Calling -- 2.6 Designing the Distributed Pipeline -- 2.7 Overall Pipeline Description. -- 3 Experiments -- 3.1 Data Preparation -- 3.2 Computing Environment -- 3.3 Results -- 4 Discussion -- 5 Conclusions -- References |
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A Web Application for Feral Cat Recognition Through Deep Learning -- Abstract -- 1 Introduction -- 2 Background to Deep Learning and Related Work -- 3 Dataset -- 4 Model Construction and Comparison -- 5 Results and Analysis -- 6 Web Application -- 7 Conclusions -- References -- MCF: Towards Window-Based Multiple Cuckoo Filter in Stream Computing -- 1 Introduction -- 2 Related Work -- 2.1 Uni-Dimensional Filters -- 2.2 Multi-dimensional Filters -- 2.3 Cuckoo Hash and Cuckoo Filter -- 3 Multiple Cuckoo Filter -- 3.1 Checkup Algorithm -- 3.2 False Positive -- 4 Experiments -- 4.1 Checkup |
| Summary |
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 |
| Notes |
Includes author index |
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Online resource; title from PDF title page (SpringerLink, viewed November 5, 2020) |
| Subject |
Big data -- Congresses
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Society & social sciences.
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Educational equipment & technology, computer-aided learning (Calif.)
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Computer networking & communications.
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Databases.
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Computers -- Data Processing.
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Education -- Computers & Technology.
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Computers -- Online Services -- General.
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Computers -- Networking -- General.
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Computers -- Database Management -- General.
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Big data
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| Genre/Form |
Electronic books
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proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Nepal, Surya, 1970-
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Cao, Wenqi
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Nasridinov, Aziz
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Bhuiyan, MD Zakirul Alam
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Guo, Xuan, 1987-
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Zhang, Liang-Jie.
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Services Conference Federation. Conference (2020 : Online)
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| ISBN |
9783030596125 |
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3030596125 |
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