[PDF] Top 20 Performance Modeling and Multi-Objective Optimization for Data Analytics in the Cloud

... specifies the kernel type to be used in the ...validation, the kernel was chosen from {rbf, linear} – C : Penalty parameter of the error ...term. The C parameter tells the ... Voir le document complet

... on the device where fine resolutions is needed for micro- and nano- scale ...high performance, large scale infrastructure to ...public cloud infrastructure, the algorithmic ... Voir le document complet

... Zhu and Young (Zhu et al., 2009) worked on the issue of resource management for mapping virtual resource to physical ...system for integrating different resource controllers into three various ... Voir le document complet

... Abstract—Big Data analytics has recently gained increasing popularity as a tool to process large amounts of data ...Spark and Flink are two Apache-hosted data analytics frame- ... Voir le document complet

... environment and algorithm parameters As a simulation environment, we used the Work- flowSim (Chen and Deelman, 2012) on which we im- plemented our proposed algorithm ...extends the CloudSim ... Voir le document complet

... within the coming ...input in near real time. Cloud-based architectures often centralize storage and processing, generating high data movement overheads that penalize real-time ...Edge ... Voir le document complet

... demand for handling massive amounts of data in a timely manner via Distributed Stream Processing ...over the incoming data and edges representing the data streams ... Voir le document complet

... addresses the potential of multi-objective optimization (MOO) in conceptual design to help designers generate and select solutions from a geometrically diverse range of ... Voir le document complet

... electricity and total environmental impact with thickness increase Against our preconceptions, some materials have a higher environmental impact than ...polyurethane. For all the selected materials ... Voir le document complet

... common in design engineering, a vehicle is made of several systems interacting together, such as the engine, the suspensions, the bodystructure, electrical ...guarantee performance, ... Voir le document complet

... approach, for which the preferences of the decision maker are not known a priori, ...before the optimization process of the ...to the notion of Pareto dominance: a ... Voir le document complet

... among the most important building blocks for modeling, and are a classical form of ...fitness, and introduces genetic variation using one or more genetic ...sizes and shapes ... Voir le document complet

... chosen for the study, whose fronts are segments of spherical surfaces with a straight- forward generalization towards higher dimensional objective spaces (hyperspherical surfaces) ...with the ... Voir le document complet

... time): the mechanism of adding q points simultaneously spreads the points a bit more in the targeted region than mEI ...does. In this broader central part, the time to target ... Voir le document complet

... methodology for building envelope opti- mization in terms of thermal ...performance. In order to reduce the computation time without reducing the complexity of the prob- ... Voir le document complet

... method for multi-objective differentiable optimization, the Multiple-Gradient Descent Algorithmm (MGDA), has been proposed in [8] [11] to identify Pareto ...fronts. In ... Voir le document complet

... choose the algorithm to be used for the inverse analysis, the user has to take into account two aspects: the expected reliability and wealth of the information, on one ... Voir le document complet

... to the classic architects line plan, describing more precisely the out- lines of the object around the generating ...on the generating curve by a local coordinate system, an origin ... Voir le document complet

... 0.003289) for fronts constructed with radii 1, 5, 10, 20 and 50 ...these and other algorithms has been made [8]. The 4- dimensional objective spaces represent approximations to ... Voir le document complet

... put the user outside of the data volume usually fulfill the ”understand the space” tasks ...[18] for instance use axes, 2D grids and labels to provide in- formation ... Voir le document complet