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Kołodziej, Joanna

Resource Management for Big Data Platforms

Kołodziej, Joanna - Resource Management for Big Data Platforms, ebook

169,10€

Ebook, PDF with Adobe DRM
ISBN: 9783319448817
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Table of contents

Part I. Architecture of Big Data Platforms and Applications

1. Performance Modeling of Big Data-Oriented Architectures
Marco Gribaudo, Mauro Iacono, Francesco Palmieri

2. Workflow Scheduling Techniques for Big Data Platforms
Mihaela-Catalina Nita, Mihaela Vasile, Florin Pop, Valentin Cristea

3. Cloud Technologies: A New Level for Big Data Mining
Viktor Medvedev, Olga Kurasova

4. Agent-Based High-Level Interaction Patterns for Modeling Individual and Collective Optimizations Problems
Rocco Aversa, Luca Tasquier

5. Maximize Profit for Big Data Processing in Distributed Datacenters
Weidong Bao, Ji Wang, Xiaomin Zhu

6. Energy and Power Efficiency in Cloud
Michał Karpowicz, Ewa Niewiadomska-Szynkiewicz, Piotr Arabas, Andrzej Sikora

7. Context-Aware and Reinforcement Learning-Based Load Balancing System for Green Clouds
Ionut Anghel, Tudor Cioara, Ioan Salomie

Part II. Big Data Analysis

8. High-Performance Storage Support for Scientific Big Data Applications on the Cloud
Dongfang Zhao, Akash Mahakode, Sandip Lakshminarasaiah, Ioan Raicu

9. Information Fusion for Improving Decision-Making in Big Data Applications
Nayat Sanchez-Pi, Luis Martí, José Manuel Molina, Ana C. Bicharra García

10. Load Balancing and Fault Tolerance Mechanisms for Scalable and Reliable Big Data Analytics
Nitin Sukhija, Alessandro Morari, Ioana Banicescu

11. Fault Tolerance in MapReduce: A Survey
Bunjamin Memishi, Shadi Ibrahim, María S. Pérez, Gabriel Antoniu

12. Big Data Security
Agnieszka Jakóbik

Part III. Biological and Medical Big Data Applications

13. Big Biological Data Management
Edvard Pedersen, Lars Ailo Bongo

14. Optimal Worksharing of DNA Sequence Analysis on Accelerated Platforms
Suejb Memeti, Sabri Pllana, Joanna Kołodziej

15. Feature Dimensionality Reduction for Mammographic Report Classification
Luca Agnello, Albert Comelli, Salvatore Vitabile

16. Parallel Algorithms for Multirelational Data Mining: Application to Life Science Problems
Rui Camacho, Jorge G. Barbosa, Altino Sampaio, João Ladeiras, Nuno A. Fonseca, Vítor S. Costa

Part IV. Social Media Applications

17. Parallelization of Sparse Matrix Kernels for Big Data Applications
Oguz Selvitopi, Kadir Akbudak, Cevdet Aykanat

18. Delivering Social Multimedia Content with Scalability
Irene Kilanioti, George A. Papadopoulos

19. A Java-Based Distributed Approach for Generating Large-Scale Social Network Graphs
Vlad Şerbănescu, Keyvan Azadbakht, Frank Boer

20. Predicting Video Virality on Twitter
Irene Kilanioti, George A. Papadopoulos

21. Big Data Uses in Crowd Based Systems
Cristian Chilipirea, Andreea-Cristina Petre, Ciprian Dobre

22. Evaluation of a Web Crowd-Sensing IoT Ecosystem Providing Big Data Analysis
Ioannis Vakintis, Spyros Panagiotakis, George Mastorakis, Constandinos X. Mavromoustakis

23. A Smart City Fighting Pollution, by Efficiently Managing and Processing Big Data from Sensor Networks
Voichita Iancu, Silvia Cristina Stegaru, Dan Stefan Tudose

Keywords: Computer Science, Computer Communication Networks, Simulation and Modeling, Performance and Reliability, Database Management

Editor
 
 
Publisher
Springer
Publication year
2016
Language
en
Edition
1
Series
Computer Communications and Networks
Category
Information Technology, Telecommunications
Format
Ebook
eISBN (PDF)
9783319448817
Printed ISBN
978-3-319-44880-0

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