Modeling User Expectations & Satisfaction for SaaS Applications Using Multi-agent Negotiation

A. Najjar, C. Gravier, Xavier Serpaggi, O. Boissier
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引用次数: 16

Abstract

As more personal and interactive applications are moving to the cloud, modeling the end-user expectations and satisfaction is becoming necessary for any SaaS provider to survive and thrive in today's competitive market. However, most of existing works addressing cloud elasticity management adopt a centralized approach where user preferences are mostly overlooked. Based on evidence from the fields of customer expectation management and psychophysics, in this article we propose a personal user model to represent end-user satisfaction and her expectations. To integrate the end-user into the decision loop we develop multi-agent negotiation architecture in which the end-user model is embodied by a personal agent who negotiates on her behalf. The results of the evaluation process show that automated negotiation provides a useful platform to empower the user choices, fulfill her expectations, and maximize her satisfaction hereby outperforming centralized approaches where the provider acts in a unilateral manner.
使用多代理协商对SaaS应用程序的用户期望和满意度建模
随着越来越多的个人和交互式应用程序迁移到云端,对最终用户的期望和满意度进行建模对于任何SaaS提供商在当今竞争激烈的市场中生存和发展都是必要的。然而,大多数解决云弹性管理的现有工作都采用了一种集中的方法,而用户的偏好往往被忽视。基于客户期望管理和心理物理学领域的证据,在本文中,我们提出了一个个人用户模型来表示最终用户满意度和她的期望。为了将最终用户集成到决策循环中,我们开发了多代理协商体系结构,其中最终用户模型由代表其进行协商的个人代理体现。评估过程的结果表明,自动协商提供了一个有用的平台,赋予用户选择权,满足用户的期望,并最大限度地提高用户的满意度,从而优于提供者以单方面方式行事的集中式方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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