A universal method for composing business transaction models using logs

Joel W. Branch, C. Bisdikian, Starsky H. Y. Wong, D. Agrawal
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Abstract

In this paper, a novel procedural framework for increasing the efficiency of the model composition process for the end-to-end transactional behavior of various classes of business-level computer applications is presented. The objectives of the framework are reducing the composition time and the level of engagement of domain experts in deploying business management solutions. Starting with application footprints (i.e., raw log data of various types) and without the need for a priori understanding of their syntax and semantics, the framework permits the analysis of the footprints based on an agnostic tokenization of log data. The framework then produces candidate states and relationships that form the basis for composing the transactional models via the framework's state and relationship manipulation utilities. The main architectural components of the framework are presented and their underlying principles discussed. A case study highlighting the use of the framework, based on an implementation of it, is given and a discussion regarding additional features of the framework and its relation to other research activities is also provided.
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使用日志组合业务事务模型的通用方法
本文提出了一种新的程序框架,用于提高各类业务级计算机应用程序的端到端事务行为的模型组合过程的效率。该框架的目标是减少组合时间和领域专家在部署业务管理解决方案时的参与程度。从应用程序足迹(即各种类型的原始日志数据)开始,不需要先验地理解它们的语法和语义,该框架允许基于日志数据的不可知标记化分析足迹。然后,框架生成候选状态和关系,这些状态和关系通过框架的状态和关系操作实用程序构成了组合事务模型的基础。介绍了该框架的主要体系结构组件,并讨论了它们的基本原理。基于该框架的实施,给出了一个突出使用该框架的案例研究,并讨论了该框架的其他特征及其与其他研究活动的关系。
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