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Big Data and HPC: Ecosystem and Convergence: Ecosystem and Convergence [Pehme köide]

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  • Formaat: Paperback / softback, 336 pages
  • Sari: Advances In Parallel Computing
  • Ilmumisaeg: 29-Aug-2018
  • Kirjastus: IOS Press,US
  • ISBN-10: 1614998817
  • ISBN-13: 9781614998815
Teised raamatud teemal:
  • Formaat: Paperback / softback, 336 pages
  • Sari: Advances In Parallel Computing
  • Ilmumisaeg: 29-Aug-2018
  • Kirjastus: IOS Press,US
  • ISBN-10: 1614998817
  • ISBN-13: 9781614998815
Teised raamatud teemal:
Due to the increasing need to solve complex problems, high-performance computing (HPC) is now one of the most fundamental infrastructures for scientific development in all disciplines, and it has progressed massively in recent years as a result. HPC facilitates the processing of big data, but the tremendous research challenges faced in recent years include: the scalability of computing performance for high velocity, high variety and high volume big data; deep learning with massive-scale datasets; big data programming paradigms on multi-core; GPU and hybrid distributed environments; and unstructured data processing with high-performance computing. This book presents 19 selected papers from the TopHPC2017 congress on Advances in High-Performance Computing and Big Data Analytics in the Exascale era, held in Tehran, Iran, in April 2017. The book is divided into 3 sections: State of the Art and Future Scenarios, Big Data Challenges, and HPC Challenges, and will be of interest to all those whose work involves the processing of Big Data and the use of HPC.
Preface v
State of the Art and Future Scenarios
Runtime System Architecture for Dynamic Adaptive Execution
3(18)
Thomas Sterling
Bo Zhang
High Performance Computing and Big Data Convergence: A Technical Review
21(11)
Seyedeh Leili Mirtaheri
Lucio Grandinetti
Challenges in HPC Evaluation: Towards a Methodology for Scientific Application Requirements
32(21)
Mariza Ferro
Gabrieli Silva
Vinicius Kldh
Andre Yokoyama
Antonio Mury
Bruno Schulze
Scaling Big Data Neuroscience: From Interactive Analytics to HPC Platforms
53(18)
Steve Petruzza
Aniketh Venkat
Attila Gyulassy
Giorgio Scorzelli
Frederick Federer
Alessandra Angelucci
Valerio Pascucci
Peer-Timo Bremer
Big Data Challenges
CBIR on Big Data by Use of Deep Learning
71(19)
Mahmoud Saeidi
Ali Ahmadi
APPGRIT: A Parallel Pipeline for Graph Representation in Text Mining
90(11)
Alireza Zamanian
Saeed Bakhshi Germi
Ehsan Mahmoudpour
Introduction and Patent Analysis of Signal Processing for Big Data
101(19)
Mohammad Eslami
Amirhosein Hajihoseini Gazestani
Seyed Ali Ghorashi
Analysis and Design of IoT Based Physical Location Monitoring System
120(17)
Manoj Devare
Autonomous Task Scheduling for Fast Big Data Processing
137(18)
Zahra Jalalian
Mohsen Sharifi
Adaptive Resource Management for Distributed Data Analytics
155(18)
Lauritz Thamsen
Thomas Renner
Ilya Verbitskiy
Odej Kao
HPC Challenges
High-Performance Massive Subgraph Counting Using Pipelined Adaptive-Group Communication
173(25)
Langshi Chen
Bo Peng
Sabra Ossen
Anil Vullikanti
Madhav Marathe
Lei Jiang
Judy Qiu
Final Parallel and Distributed Computing Assignment for Master Students: Description of the Properties and Parallel Structure of Algorithms
198(12)
Vladimir Voevodin
Parallel Motion Estimation Based on GPU and Combined GPU-CPU
210(11)
Rashid Zamanshoar
Azadeh Mansouri
GPU-Based Iterative Hill Climbing Algorithm to Solve Symmetric Traveling Salesman Problem
221(21)
Basavaraj Talawar
Pramod Yelmewad
Reliability-A ware Voltage Scaling of Multicore Processors in Dark Silicon Era
242(21)
Hamid Nejatollahi
Mostafa E. Salehi
Time Collection: An Abstraction for Shared Objects in Parallel Programming
263(12)
Hamid Reza Hamidi
Shokooh Kermanshahani
Thierry Gautier
Parallel and Distributed Analysis of Microarray Data
275(14)
Giuseppe Agapito
Pietro Hiram Guzzi
Mario Cannataro
Extracting Distributed Architecture from Source Code Using an Evolutionary Approach
289(19)
Mina Soltanpour
Habib Izadkhah
Shahriar Lotfi
An Architectural Approach to Grid Provisioning
308(15)
Amir Hossein Sayyad Abdi
Mohsen Sharifi
Subject Index 323(2)
Author Index 325