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2022-03-06
摘要翻译:
多Agent系统提供了一种新的、令人兴奋的理解工作世界的方式。我们应用基于Agent的建模和仿真来研究零售环境中的一系列问题。具体地说,我们正在努力了解车间员工管理实践与零售业绩之间的关系。尽管我们在一个相对新颖和复杂的领域中工作,但很明显,使用基于Agent的方法为提高未来的组织能力提供了巨大的潜力。我们的多学科研究团队与英国十大零售商之一密切合作,收集数据,并建立对车间运营和部门关键行为者(客户、员工和经理)的理解。在此案例研究的基础上,我们构建并测试了基于代理的零售分支仿真模型的第一个版本,重点研究如何模拟人员管理实践对客户满意度和销售的影响。在我们的实验中,我们将员工发展和收银员授权作为车间管理实践的两个例子。在本文中,我们描述了基本的概念和我们的仿真模型的特点。为了验证我们的模拟模型,并展示它在零售环境中回答“假设”问题的潜力,我们提出了我们所进行的一系列实验。我们还介绍了一个新的绩效指标,我们已经创建,以量化顾客对服务的满意度,基于他们的个人购物经验。
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英文标题:
《Modelling and simulating retail management practices: a first approach》
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作者:
Peer-Olaf Siebers, Uwe Aickelin, Helen Celia, Chris Clegg
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最新提交年份:
2010
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分类信息:

一级分类:Computer Science        计算机科学
二级分类:Artificial Intelligence        人工智能
分类描述:Covers all areas of AI except Vision, Robotics, Machine Learning, Multiagent Systems, and Computation and Language (Natural Language Processing), which have separate subject areas. In particular, includes Expert Systems, Theorem Proving (although this may overlap with Logic in Computer Science), Knowledge Representation, Planning, and Uncertainty in AI. Roughly includes material in ACM Subject Classes I.2.0, I.2.1, I.2.3, I.2.4, I.2.8, and I.2.11.
涵盖了人工智能的所有领域,除了视觉、机器人、机器学习、多智能体系统以及计算和语言(自然语言处理),这些领域有独立的学科领域。特别地,包括专家系统,定理证明(尽管这可能与计算机科学中的逻辑重叠),知识表示,规划,和人工智能中的不确定性。大致包括ACM学科类I.2.0、I.2.1、I.2.3、I.2.4、I.2.8和I.2.11中的材料。
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一级分类:Computer Science        计算机科学
二级分类:Computational Engineering, Finance, and Science        计算工程、金融和科学
分类描述:Covers applications of computer science to the mathematical modeling of complex systems in the fields of science, engineering, and finance. Papers here are interdisciplinary and applications-oriented, focusing on techniques and tools that enable challenging computational simulations to be performed, for which the use of supercomputers or distributed computing platforms is often required. Includes material in ACM Subject Classes J.2, J.3, and J.4 (economics).
涵盖了计算机科学在科学、工程和金融领域复杂系统的数学建模中的应用。这里的论文是跨学科和面向应用的,集中在技术和工具,使挑战性的计算模拟能够执行,其中往往需要使用超级计算机或分布式计算平台。包括ACM学科课程J.2、J.3和J.4(经济学)中的材料。
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一级分类:Computer Science        计算机科学
二级分类:Multiagent Systems        多智能体系统
分类描述:Covers multiagent systems, distributed artificial intelligence, intelligent agents, coordinated interactions. and practical applications. Roughly covers ACM Subject Class I.2.11.
涵盖多Agent系统、分布式人工智能、智能Agent、协调交互。和实际应用。大致涵盖ACM科目I.2.11类。
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英文摘要:
  Multi-agent systems offer a new and exciting way of understanding the world of work. We apply agent-based modeling and simulation to investigate a set of problems in a retail context. Specifically, we are working to understand the relationship between people management practices on the shop-floor and retail performance. Despite the fact we are working within a relatively novel and complex domain, it is clear that using an agent-based approach offers great potential for improving organizational capabilities in the future. Our multi-disciplinary research team has worked closely with one of the UK's top ten retailers to collect data and build an understanding of shop-floor operations and the key actors in a department (customers, staff, and managers). Based on this case study we have built and tested our first version of a retail branch agent-based simulation model where we have focused on how we can simulate the effects of people management practices on customer satisfaction and sales. In our experiments we have looked at employee development and cashier empowerment as two examples of shop floor management practices. In this paper we describe the underlying conceptual ideas and the features of our simulation model. We present a selection of experiments we have conducted in order to validate our simulation model and to show its potential for answering "what-if" questions in a retail context. We also introduce a novel performance measure which we have created to quantify customers' satisfaction with service, based on their individual shopping experiences.
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PDF链接:
https://arxiv.org/pdf/1003.3766
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