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 /: 9th International Conference, held as part of the Services Conference Federation, SCF 2020, Honolulu, HI, USA, September 18-20, 2020, Proceedings. (2020)

• Record Type: Book
• Other Titles: BigData 2020
• Further Information: Note: Surya Nepal, Wenqi Cao, Aziz Nasridinov, MD Zakirul Alam Bhuiyan, Xuan Guo, Liang-Jie Zhang (eds.).
• Other Names: Nepal, Surya, 1970-; Cao, Wenqi; Nasridinov, Aziz; Bhuiyan, MD Zakirul Alam; Guo, Xuan, 1987-; Zhang, Liang-Jie; Services Conference Federation., Conference, (2020) (Online); BigData (Conference), 9th
• 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 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 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 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 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
• Publisher Details: Cham : Springer
• Publication Date: 2020
• Copyright Date: 2020
• Extent: 1 online resource (254 pages)
• Subjects: 005.7; Big data -- Congresses; Society & social sciences; Educational equipment & technology, computer-aided learning (CAL); Computer networking & communications; Databases; Computers -- Data Processing; Education -- Computers & Technology; Computers -- Online Services -- General; Computers -- Networking -- General; Computers -- Database Management -- General; Big data; Electronic books; Electronic books; Conference papers and proceedings
• Languages: English
• ISBNs: 9783030596125
• Related ISBNs: 9783030596118
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.