结合马尔可夫决策过程和DEMO业务交易空间的业务规则提取

Sérgio Guerreiro
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引用次数: 12

摘要

组织实际面临的资源短缺需要创新的解决方案来优化他们的业务交易,并帮助他们的决策过程。业务事务模型规定了生产新服务或产品的设计自由限制,对于在涉众之间分享共同的理解非常有用。当代的进步,如DEMO理论和方法论,为描述商业交易模型的动态提供了坚实的基础。尽管如此,模型本身并不能保证业务参与者在操作期间相应地执行它们。业务规则是一组连贯一致的可操作指令,用于指导企业操作。在这个范围内,我们使用马尔可夫决策过程来解释和模拟决策过程,以引出优化业务交易操作的价值函数的业务规则。用一个生产和销售商品的初步实验来说明该方法。
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Business Rules Elicitation Combining Markov Decision Process with DEMO Business Transaction Space
The resource shortage that organizations are actually facing requires innovative solutions to optimize their business transactions and to aid their decision-making processes. Business transaction models prescribe the design freedom restrictions for producing a new service or product, and are useful to share a common understanding between the stakeholders. The contemporary advances such as the DEMO theory and methodology present strong foundations to describe the business transaction model dynamics. Still, the models itself, do not guarantee that the business actors perform them accordingly during operation. The business rules are a coherent and consistent set of actionable directives intended to steer the enterprise operation. In this scope, we explain and simulate a decision-making process, using Markov decision processes, to elicit the business rules that optimize the value function of the business transactions operation. A preliminary experiment of producing and selling goods is used to illustrate the approach.
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