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Data science : 30th British International Conference on Databases, BICOD 2015, Edinburgh, UK, July 6-8, 2015, Proceedings / Sebastian Maneth (ed.).

By: (30th : British International Conference on Databases (30th : 2015 : Edinburgh, Scotland)Contributor(s): Maneth, Sebastian [editor.]Material type: TextTextSeries: Serienbezeichnung | Lecture notes in computer science ; 9147. | LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI.Publisher: Cham : Springer, 2015Description: 1 online resource (xx, 221 pages) : illustrationsContent type: text Media type: computer Carrier type: online resourceISBN: 9783319204246; 3319204246; 3319204238; 9783319204239Other title: BICOD 2015Subject(s): Databases -- Congresses | Database management -- Congresses | Big data -- Congresses | Information retrieval | Algorithms & data structures | Data mining | Software Engineering | Databases | Computers -- System Administration -- Storage & Retrieval | Computers -- Information Technology | Computers -- Data Modeling & Design | Computers -- Software Development & Engineering -- General | Computers -- Database Management -- General | Big data | Database management | DatabasesGenre/Form: Electronic books. | Conference papers and proceedings. Additional physical formats: Printed edition:: No titleDDC classification: 005.74 LOC classification: QA76.9.D32 | B75 2015ebOnline resources: Click here to access online
Contents:
Intro; Preface; Organization; Keynotes/Invited Lectures; Big Data Curation; Dealing with a Web of Data; Statistical Thinking in Machine Learning; Streaming Methods in Data Analysis; The Power of Visual Analytics: Unlocking the Value of Big Data; Differential Privacy and Preserving Validity in Adaptive Data Analysis; Contents; Invited Lectures; Streaming Methods in Data Analysis; 1 Introduction; 2 Outline; References; Data Integration; A Framework for Scalable Correlation of Spatio-temporal Event Data; 1 Introduction; 2 Event Data Model; 3 Techniques for Correlating Event Data
4 A Spark-Based Correlation Framework5 Use Cases; 6 Conclusions and Ongoing Work; References; Towards More Data-Aware Application Integration; 1 Introduction; 2 Motivating Example and General Approach; 2.1 The Convergent Charging Scenario; 2.2 General Approach; 3 Table-Centric Integration Patterns; 3.1 Canonical Data Model; 3.2 Message Routing Patterns; 3.3 Message Transformation Patterns; 4 Experimental Evaluation; 4.1 Setup; 4.2 ``Single-Record''/``Multi-Format'' Table Message Processing; 4.3 Outlook: ``Multi-record'' Table Message Processing; 5 Related Work; 6 Concluding Remarks
4 Current and Future WorkReferences; Graph Data; Virtual Network Mapping: A Graph Pattern Matching Approach; 1 Introduction; 2 Graph Pattern Matching Model; 2.1 Substrate and Virtual Networks; 2.2 Virtual Network Mapping; 3 Case Study; 4 Complexity and Approximation; 4.1 The Complexity of VNM; 4.2 Approximation of Optimization Problems; 5 Related Work; 6 Conclusion; References; A Fast Approach for Detecting Overlapping Communities in Social Networks Based on Game Theory; Abstract; 1 Introduction; 2 Related Work; 3 A Game Theory-Based Approach for Community Detection; 3.1 Group Game
3.2 Individual Game3.3 The Game Theory-Based Algorithm for Community Detection; 4 Experiments; 4.1 Real Networks; 4.2 Benchmark Networks; 5 Summary; Acknowledgement; References; Consistent RDF Updates with Correct Dense Deltas; 1 Introduction; 2 Related Work; 3 RDF Change Detection Techniques; 4 Checking the Dense Delta; 5 Results and Discussion; 6 Conclusion and Future Work; References; Query-Oriented Summarization of RDF Graphs; 1 Introduction; 2 RDF Graphs and Summary Requirements; 3 RDF Summaries; References; Data Exploration; ReX: Extrapolating Relational Data in a Representative Way
Summary: This book constitutes the refereed conference proceedings of the 30th British International Conference on Databases, BICOD 2015 - formerly known as BNCOD (British National Conference on Databases) - held in Edinburgh, UK, in July 2015. The 19 revised full papers, presented together with three invited keynotes and three invited lectures were carefully reviewed and selected from 37 submissions. Special focus of the conference has been "Data Science" and so the papers cover a wide range of topics related to databases and data-centric computation
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International conference proceedings.

Includes author index.

Online resource; title from PDF title page (SpringerLink, viewed June 18, 2015).

This book constitutes the refereed conference proceedings of the 30th British International Conference on Databases, BICOD 2015 - formerly known as BNCOD (British National Conference on Databases) - held in Edinburgh, UK, in July 2015. The 19 revised full papers, presented together with three invited keynotes and three invited lectures were carefully reviewed and selected from 37 submissions. Special focus of the conference has been "Data Science" and so the papers cover a wide range of topics related to databases and data-centric computation

Intro; Preface; Organization; Keynotes/Invited Lectures; Big Data Curation; Dealing with a Web of Data; Statistical Thinking in Machine Learning; Streaming Methods in Data Analysis; The Power of Visual Analytics: Unlocking the Value of Big Data; Differential Privacy and Preserving Validity in Adaptive Data Analysis; Contents; Invited Lectures; Streaming Methods in Data Analysis; 1 Introduction; 2 Outline; References; Data Integration; A Framework for Scalable Correlation of Spatio-temporal Event Data; 1 Introduction; 2 Event Data Model; 3 Techniques for Correlating Event Data

4 A Spark-Based Correlation Framework5 Use Cases; 6 Conclusions and Ongoing Work; References; Towards More Data-Aware Application Integration; 1 Introduction; 2 Motivating Example and General Approach; 2.1 The Convergent Charging Scenario; 2.2 General Approach; 3 Table-Centric Integration Patterns; 3.1 Canonical Data Model; 3.2 Message Routing Patterns; 3.3 Message Transformation Patterns; 4 Experimental Evaluation; 4.1 Setup; 4.2 ``Single-Record''/``Multi-Format'' Table Message Processing; 4.3 Outlook: ``Multi-record'' Table Message Processing; 5 Related Work; 6 Concluding Remarks

4 Current and Future WorkReferences; Graph Data; Virtual Network Mapping: A Graph Pattern Matching Approach; 1 Introduction; 2 Graph Pattern Matching Model; 2.1 Substrate and Virtual Networks; 2.2 Virtual Network Mapping; 3 Case Study; 4 Complexity and Approximation; 4.1 The Complexity of VNM; 4.2 Approximation of Optimization Problems; 5 Related Work; 6 Conclusion; References; A Fast Approach for Detecting Overlapping Communities in Social Networks Based on Game Theory; Abstract; 1 Introduction; 2 Related Work; 3 A Game Theory-Based Approach for Community Detection; 3.1 Group Game

3.2 Individual Game3.3 The Game Theory-Based Algorithm for Community Detection; 4 Experiments; 4.1 Real Networks; 4.2 Benchmark Networks; 5 Summary; Acknowledgement; References; Consistent RDF Updates with Correct Dense Deltas; 1 Introduction; 2 Related Work; 3 RDF Change Detection Techniques; 4 Checking the Dense Delta; 5 Results and Discussion; 6 Conclusion and Future Work; References; Query-Oriented Summarization of RDF Graphs; 1 Introduction; 2 RDF Graphs and Summary Requirements; 3 RDF Summaries; References; Data Exploration; ReX: Extrapolating Relational Data in a Representative Way

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