Resource Management for Big Data Platforms
Algorithms, Modelling, and High-Performance Computing Techniques
Gebonden Engels 2016 9783319448800Samenvatting
Serving as a flagship driver towards advance research in the area of Big Data platforms and applications, this book provides a platform for the dissemination of advanced topics of theory, research efforts and analysis, and implementation oriented on methods, techniques and performance evaluation. In 23 chapters, several important formulations of the architecture design, optimization techniques, advanced analytics methods, biological, medical and social media applications are presented. These chapters discuss the research of members from the ICT COST Action IC1406 High-Performance Modelling and Simulation for Big Data Applications (cHiPSet). This volume is ideal as a reference for students, researchers and industry practitioners working in or interested in joining interdisciplinary works in the areas of intelligent decision systems using emergent distributed computing paradigms. It will also allow newcomers to grasp the key concerns and their potential solutions.
Specificaties
Lezersrecensies
Inhoudsopgave
<p>Workflow Scheduling Techniques for Big Data Platforms<br> Mihaela-Catalina Nita, Mihaela Vasile, Florin Pop, and Valentin Cristea</p>
<p>Cloud Technologies: A New Level for Big Data Mining<br> Viktor Medvedev and Olga Kurasova</p>
<p>Agent Based High-Level Interaction Patterns for Modeling Individual and Collective Optimizations Problems<br> Rocco Aversa and Luca Tasquier</p>
<p>Maximize Profit for Big Data Processing in Distributed Datacenters<br> Weidong Bao, Ji Wang, and Xiaomin Zhu</p>
<p>Energy and Power Efficiency in the Cloud<br> Michał Karpowicz, Ewa Niewiadomska-Szynkiewicz, Piotr Arabas, and Andrzej Sikora</p>
<p>Context Aware and Reinforcement Learning Based Load Balancing System for Green Clouds<br> Ionut Anghel, Tudor Cioara, and Ioan Salomie</p>
<p>High-Performance Storage Support for Scientific Big Data Applications on the Cloud<br> Dongfang Zhao, Akash Mahakode, Sandip Lakshminarasaiah, and Ioan Raicu</p>
<p>Information Fusion for Improving Decision-Making in Big Data Applications<br> Nayat Sanchez-Pi, Luis Martí, José Manuel Molina, and Ana C. Bicharra Garca</p>
<p>Load Balancing and Fault Tolerance Mechanisms for Scalable and Reliable Big Data Analytics<br> Nitin Sukhija, Alessandro Morari, and Ioana Banicescu< <p>Fault Tolerance in MapReduce: A Survey<br> Bunjamin Memishi, Shadi Ibrahim, María S. Pérez, and Gabriel Antoniu</p>
<p>Big Data Security<br> Agnieszka Jakóbik</p>
<p>Big Biological Data Management<br> Edvard Pedersen and Lars Ailo Bongo</p>
<p>Optimal Worksharing of DNA Sequence Analysis on Accelerated Platforms<br> Suejb Memeti, Sabri Pllana, and Joanna Kołodziej</p>
<p>Feature Dimensionality Reduction for Mammographic Report Classification<br> Agnello Luca, Comelli Albert, and Vitabile Salvatore</p>
<p>Parallel Algorithms for Multi-Relational Data Mining: Application to Life Science Problems<br> Rui Camacho, Jorge G. Barbosa, Altino Sampaio, João Ladeiras, Nuno A. Fonseca and Vítor S. Costa</p>
<p>Parallelization of Sparse Matrix Kernels for Big Data Applications<br> Oguz Selvitopi, Kadir Akbudak, and Cevdet Aykanat</p>
<p>Delivering Social Multimedia Content with Scalability<br> Irene Kilanioti and George A. Papadopoulos</p>
<p>A Java-Based Distributed Approach for Generating Large-Scale Social Network Graphs<br> Vlad Serbanescu, Keyvan Azadbakht, and Frank de Boer</p>
<p>Predicting Video Virality on Twitter<br> Irene Kilanioti and George A. Papadopoulos</p>
<p>Big Data uses in Crowd Based Systems<br> Cristian Chilipirea, Andreea-Cristina Petre, and Ciprian Dobre</p>
Evaluation of a Web Crowd–Sensing IoT Ecosystem Providing Big Data Analysis<br> Ioannis Vakintis, Spyros Panagiotakis, George Mastorakis, and Constandinos X. Mavromoustakis</p>
A Smart City Fighting Pollution by Efficiently Managing and Processing Big Data from Sensor Networks<br> Voichiţa Iancu, Silvia Cristina Stegaru, and Dan Ştefan Tudose
Rubrieken
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