313,282 research outputs found
An experimental comparative study for interactive evolutionary computation problems
Proceeding of: EvoWorkshops 2006: EvoBIO, EvoCOMNET, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART, and EvoSTOC, Budapest, Hungary, April 10-12, 2006This paper presents an objective experimental comparative study between four algorithms: the Genetic Algorithm, the Fitness Prediction Genetic Algorithm, the Population Based Incremental Learning algorithm and the purposed method based on the Chromosome Appearance Probability Matrix. The comparative is done with a non subjective evaluation function. The main objective is to validate the efficiency of several methods in Interactive Evolutionary Computation environments. The most important constraint of working within those environments is the user interaction, which affects the results adding time restrictions for the experimentation stage and subjectivity to the validation. The experiments done in this paper replace user interaction with several approaches avoiding user limitations. So far, the results show the efficiency of the purposed algorithm in terms of quality of solutions and convergence speed, two known keys to decrease the user fatigue.This article has been financed by the Spanish founded research MCyT project OPLINK, Ref: TIN2006-08818-C04-02
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Centralised Versus Market-Based Control Under Environment Uncertainty: Case of the Mobile Task Allocation Problem (MTAP)
This paper aims at comparing the centralised versus the market-based approach. This is done in the context of the mobile task allocation problem (MTAP) from the perspective of environmental uncertainty. MTAP is defined as an optimization problem for planning the assignment of service tasks to mobile workers. Environmental uncertainty is introduced through the injection of stochastic tasks and dynamic travel delays. A multi-agent simulator is employed to experiment the behaviour of each approach in reaction to different uncertainty levels. Preliminary results suggest a tentative conceptual model to evaluate the
suitability of each approach to address MTAP in function of uncertainty. It is suggested that uncertainty’s effect on achieved performance is moderated by the timeliness of decision making, workers’ degree of local knowledge, and problem’s complexity and size
A comparative study of the efficiency of jet schemes
We present two versions of third order accurate jet schemes, which achieve
high order accuracy by tracking derivative information of the solution along
characteristic curves. For a benchmark linear advection problem, the efficiency
of jet schemes is compared with WENO and Discontinuous Galerkin methods of the
same order. Moreover, the performance of various schemes in tracking solution
contours is investigated. It is demonstrated that jet schemes possess the
simplicity and speed of WENO schemes, while showing several of the advantages
as well as the accuracy of DG methods.Comment: 12 pages, 6 figures, presented at the conference Mathematical
Modeling and Applications to Industrial Problems 201
Joint Learning Update
Over the past three years, the Joint Learning Network for Universal Health Coverage (JLN) has become a well-established practitioner-to-practitioner network of countries at the forefront of the global movement toward universal health coverage (UHC) . Now that the JLN has been active for a few years, many involved in the JLN felt that it was an appropriate time to assess what has been achieved to date and develop a roadmap for the future.In December 2012, the Rockefeller Foundation engaged Pact, an independent NGO that specializes in community engagement and networks, to conduct an independent strategic review of the JLN's value proposition, mechanisms for engaging members, and decision-making structures. Pact sampled each stakeholder group in the JLN by administering an online member survey and conducting a series of in-person interviews to gather perspectives from across the community and gain a deeper understanding of how each group contributes to the JLN's goals.One hundred and four JLN members -- a 45 percent response rate -- responded to the member survey and 27 stakeholders participated in semi-structured interviews. The results provided useful information about JLN members and how they are applying knowledge acquired through network activities in their own context
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