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High-Performance Modelling and Simulation for Big Data Applications
Joanna Kołodziej and Horacio González-Vélez
2019
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This open access book was prepared as a Final Publication of the COST Action IC1406 “High-Performance Modelling and Simulation for Big Data Applications (cHiPSet)“ project. Long considered important pillars of the scientific method, Modelling and Simulation have evolved from traditional discrete numerical methods to complex data-intensive continuous analytical optimisations. Resolution, scale, and accuracy have become essential to predict and analyse natural and complex systems in science and engineering. When their level of abstraction raises to have a better discernment of the domain at hand, their representation gets increasingly demanding for computational and data resources. On the other hand, High Performance Computing typically entails the effective use of parallel and distributed processing units coupled with efficient storage, communication and visualisation systems to underpin complex data-intensive applications in distinct scientific and technical domains. It is then arguably required to have a seamless interaction of High Performance Computing with Modelling and Simulation in order to store, compute, analyse, and visualise large data sets in science and engineering. Funded by the European Commission, cHiPSet has provided a dynamic trans-European forum for their members and distinguished guests to openly discuss novel perspectives and topics of interests for these two communities. This cHiPSet compendium presents a set of selected case studies related to healthcare, biological data, computational advertising, multimedia, finance, bioinformatics, and telecommunications.
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Keywords
- Application software
- Computer architecture & logic design
- Computer communication systems
- computer hardware
- Computer science
- Computer system failures
- Computing & information technology
- Databases
- Information retrieval
- Logic design
- Microprocessors
- Network hardware
- Operating Systems
- Operating systems (Computers)
- Systems analysis & design
- thema EDItEUR::U Computing and Information Technology::UK Computer hardware::UKN Network hardware
- thema EDItEUR::U Computing and Information Technology::UL Operating systems
- thema EDItEUR::U Computing and Information Technology::UN Databases::UNH Information retrieval
- thema EDItEUR::U Computing and Information Technology::UY Computer science::UYD Systems analysis and design
- thema EDItEUR::U Computing and Information Technology::UY Computer science::UYF Computer architecture and logic design
Links
DOI: 10.1007/978-3-030-16272-6Editions