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Beyond Databases, Architectures and Structures. Facing the Challenges of Data Proliferation and Growing Variety

14th International Conference, BDAS 2018, Held at the 24th IFIP World Computer Congress, WCC 2018, Poznan, Poland, September 18-20, 2018, Proceedings

  • Conference proceedings
  • © 2018

Overview

Editors:
  1. Stanisław Kozielski

    1. Institute of Informatics, Silesian University of Technology, Gliwice, Poland

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  2. Dariusz Mrozek

    1. Institute of Informatics, Silesian University of Technology, Gliwice, Poland

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  3. Paweł Kasprowski

    1. Institute of Informatics, Silesian University of Technology, Gliwice, Poland

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  4. Bożena Małysiak-Mrozek

    1. Institute of Informatics, Silesian University of Technology, Gliwice, Poland

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  5. Daniel Kostrzewa

    1. Institute of Informatics, Silesian University of Technology, Gliwice, Poland

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Part of the book series: Communications in Computer and Information Science (CCIS, volume 928)

Included in the following conference series:

Conference proceedings info: BDAS 2018.

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Table of contents (38 papers)

  1. Front Matter

    Pages I-XVIII
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  2. Big Data and Cloud Computing

    1. Front Matter

      Pages 1-1
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    2. Exploring Spark-SQL-Based Entity Resolution Using the Persistence Capability

      • Xiao Chen, Roman Zoun, Eike Schallehn, Sravani Mantha, Kirity Rapuru, Gunter Saake
      Pages 3-17

    3. The Use of Distributed Data Storage and Processing Systems in Bioinformatic Data Analysis

      • Michał Bochenek, Kamil Folkert, Roman Jaksik, Michał Krzesiak, Marcin Michalak, Marek Sikora et al.
      Pages 18-32

    4. Efficient 3D Protein Structure Alignment on Large Hadoop Clusters in Microsoft Azure Cloud

      • Bożena Małysiak-Mrozek, Paweł Daniłowicz, Dariusz Mrozek
      Pages 33-46

    5. EYE: Big Data System Supporting Preventive and Predictive Maintenance of Robotic Production Lines

      • Jarosław Kurpanik, Joanna Henzel, Marek Sikora, Łukasz Wróbel, Marek Drewniak
      Pages 47-60

  3. Architectures, Structures and Algorithms for Efficient Data Processing

    1. Front Matter

      Pages 61-61
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    2. SINGLE vs. MapReduce vs. Relational: Predicting Query Execution Time

      • Maryam Abbasi, Pedro Martins, José Cecílio, João Costa, Pedro Furtado
      Pages 63-74

    3. EvOLAP Graph – Evolution and OLAP-Aware Graph Data Model

      • Ewa Guminska, Teresa Zawadzka
      Pages 75-89

    4. Entropy Aware Adaptive Compression for SQL Column Stores

      • K. T. Sridhar, Jimson Johnson
      Pages 90-104

    5. SIMD Acceleration for Main-Memory Index Structures – A Survey

      • Marten Wallewein-Eising, David Broneske, Gunter Saake
      Pages 105-119

    6. OpenMP as an Efficient Method to Parallelize Code with Dense Synchronization

      • Rafał Bocian, Dominika Pawłowska, Krzysztof Stencel, Piotr Wiśniewski
      Pages 120-127

    7. Memory Management Strategies in CPU/GPU Database Systems: A Survey

      • Iya Arefyeva, David Broneske, Gabriel Campero, Marcus Pinnecke, Gunter Saake
      Pages 128-142

    8. Formulation of Composite Discrete Measures for Estimating Uncertainties in Probabilistic Databases

      • Susmit Bagchi
      Pages 143-156

    9. Impact of Storage Space Configuration on Transaction Processing Performance for Relational Database in PostgreSQL

      • Mateusz Smolinski
      Pages 157-167

  4. Artificial Intelligence, Data Mining and Knowledge Discovery

    1. Front Matter

      Pages 169-169
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    2. Optimization of Approximate Decision Rules Relative to Length

      • Beata Zielosko, Krzysztof Żabiński
      Pages 171-181

    3. Covering Approach to Action Rule Learning

      • Paweł Matyszok, Marek Sikora, Łukasz Wróbel
      Pages 182-193

    4. Genetic Selection of Training Sets for (Not Only) Artificial Neural Networks

      • Jakub Nalepa, Michal Myller, Szymon Piechaczek, Krzysztof Hrynczenko, Michal Kawulok
      Pages 194-206

    5. Decision Trees as Interpretable Bank Credit Scoring Models

      • Andrzej Szwabe, Pawel Misiorek
      Pages 207-219
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Other volumes

  1. Beyond Databases, Architectures and Structures. Facing the Challenges of Data Proliferation and Growing Variety

Keywords

About this book

This book constitutes the refereed proceedings of the 14th International Conference entitled Beyond Databases, Architectures and Structures, BDAS 2018, held in Poznań, Poland, in September 2018, during the IFIP World Computer Congress.

It consists of 38 carefully reviewed papers selected from 102 submissions. The papers are organized in topical sections, namely big data and cloud computing; architectures, structures and algorithms for efficient data processing; artificial intelligence, data mining and knowledge discovery; text mining, natural language processing, ontologies and semantic web; image analysis and multimedia mining. 

Editors and Affiliations

  • Institute of Informatics, Silesian University of Technology, Gliwice, Poland

    Stanisław Kozielski, Dariusz Mrozek, Paweł Kasprowski, Bożena Małysiak-Mrozek, Daniel Kostrzewa

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