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Pattern backtracking algorithm for the workflow satisfiability problem with user-independent constraints

机译:具有用户独立约束的工作流可满足性问题的模式回溯算法

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摘要

The workflow satisfiability problem (WSP) asks whether there exists an assignment of authorised users to the steps in a workflow specification, subject to certain constraints on the assignment. (Such an assignment is called valid.) The problem is NP-hard even when restricted to the large class of user-independent constraints. Since the number of steps k is relatively small in practice, it is natural to consider a parametrisation of the WSP by k. We propose a new fixed-parameter algorithm to solve the WSP with user-independent constraints. The assignments in our method are partitioned into equivalence classes such that the number of classes is exponential in k only. We show that one can decide, in polynomial time, whether there is a valid assignment in an equivalence class. By exploiting this property, our algorithm reduces the search space to the space of equivalence classes, which it browses within a backtracking framework, hence emerging as an efficient yet relatively simple-to-implement or generalise solution method. We empirically evaluate our algorithm against the state-of-the-art methods and show that it clearly wins the competition on the whole range of our test problems and significantly extends the domain of practically solvable instances of the WSP.
机译:工作流可满足性问题(WSP)询问是否存在对工作流规范中的步骤的授权用户的分配,但要受分配的某些约束。 (这样的分配称为有效。)即使限制在与用户无关的大类约束上,问题也是NP难题。由于在实践中步骤数k相对较小,因此自然会考虑用k对WSP进行参数化。我们提出了一种新的固定参数算法来解决具有用户独立约束的WSP。我们方法中的赋值被划分为等价类,以使类的数量仅在k中是指数级的。我们证明,可以在多项式时间内确定等价类中是否存在有效的分配。通过利用此属性,我们的算法将搜索空间减少到等价类的空间,并在回溯框架中进行浏览,从而成为一种高效但相对易于实现或泛化的解决方法。我们根据最先进的方法对算法进行了经验评估,结果表明该算法显然赢得了我们所有测试问题的竞争,并显着扩展了WSP实际可解决实例的领域。

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