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
Marco Gribaudo, Mauro Iacono, and Francesco Palmieri
Workflow Scheduling Techniques for Big Data Platforms
Mihaela-Catalina Nita, Mihaela Vasile, Florin Pop, and Valentin Cristea
Cloud Technologies: A New Level for Big Data Mining
Viktor Medvedev and Olga Kurasova
Agent Based High-Level Interaction Patterns for Modeling Individual and Collective Optimizations Problems
Rocco Aversa and Luca Tasquier
Maximize Profit for Big Data Processing in Distributed Datacenters
Weidong Bao, Ji Wang, and Xiaomin Zhu
Energy and Power Efficiency in the Cloud
Michał Karpowicz, Ewa Niewiadomska-Szynkiewicz, Piotr Arabas, and Andrzej Sikora
Context Aware and Reinforcement Learning Based Load Balancing System for Green Clouds
Ionut Anghel, Tudor Cioara, and Ioan Salomie
High-Performance Storage Support for Scientific Big Data Applications on the Cloud
Dongfang Zhao, Akash Mahakode, Sandip Lakshminarasaiah, and Ioan Raicu
Information Fusion for Improving Decision-Making in Big Data Applications
Nayat Sanchez-Pi, Luis Martí, José Manuel Molina, and Ana C. Bicharra Garca
Load Balancing and Fault Tolerance Mechanisms for Scalable and Reliable Big Data Analytics
Nitin Sukhija, Alessandro Morari, and Ioana BanicescuFault Tolerance in MapReduce: A Survey
Bunjamin Memishi, Shadi Ibrahim, María S. Pérez, and Gabriel Antoniu
Big Data Security
Agnieszka Jakóbik
Big Biological Data Management
Edvard Pedersen and Lars Ailo Bongo
Optimal Worksharing of DNA Sequence Analysis on Accelerated Platforms
Suejb Memeti, Sabri Pllana, and Joanna Kołodziej
Feature Dimensionality Reduction for Mammographic Report Classification
Agnello Luca, Comelli Albert, and Vitabile Salvatore
Parallel Algorithms for Multi-Relational Data Mining: Application to Life Science Problems
Rui Camacho, Jorge G. Barbosa, Altino Sampaio, João Ladeiras, Nuno A. Fonseca and Vítor S. Costa
Parallelization of Sparse Matrix Kernels for Big Data Applications
Oguz Selvitopi, Kadir Akbudak, and Cevdet Aykanat
Delivering Social Multimedia Content with Scalability
Irene Kilanioti and George A. Papadopoulos
A Java-Based Distributed Approach for Generating Large-Scale Social Network Graphs
Vlad Serbanescu, Keyvan Azadbakht, and Frank de Boer
Predicting Video Virality on Twitter
Irene Kilanioti and George A. Papadopoulos
Big Data uses in Crowd Based Systems
Cristian Chilipirea, Andreea-Cristina Petre, and Ciprian Dobre
Evaluation of a Web Crowd–Sensing IoT Ecosystem Providing Big Data Analysis
Ioannis Vakintis, Spyros Panagiotakis, George Mastorakis, and Constandinos X. Mavromoustakis
A Smart City Fighting Pollution by Efficiently Managing and Processing Big Data from Sensor Networks
Voichiţa Iancu, Silvia Cristina Stegaru, and Dan Ştefan Tudose
Rubrieken
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