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In a previous paper [Pearl and Verma, 1991] we presented an algorithm for extracting causal influences from independence information, where a causal influence was defined as the existence of a directed arc in all minimal causal models…

人工智能 · 计算机科学 2013-03-25 Tom S. Verma , Judea Pearl

Model checking is an established technique to formally verify automation systems which are required to be trusted. However, for sufficiently complex systems model checking becomes computationally infeasible. On the other hand, testing,…

软件工程 · 计算机科学 2019-07-30 Igor Buzhinsky , Valeriy Vyatkin

We study delay-independent stability in nonlinear models with a distributed delay which have a positive equilibrium. Such models frequently occur in population dynamics and other applications. In particular, we construct a relevant…

动力系统 · 数学 2009-01-12 Elena Braverman , Sergey Zhukovskiy

Verification of real-time systems involving hard timing constraints and concurrency is of utmost importance. Parametric timed model checking allows for formal verification in the presence of unknown timing constants or uncertainty (e.g.…

计算机科学中的逻辑 · 计算机科学 2019-07-31 André Étienne

Model-based testing relies on behavior models for the generation of model traces: input and expected output---test cases---for an implementation. We use the case study of an automotive network controller to assess different test suites in…

We investigate the decidability of model-checking logics of time, knowledge and probability, with respect to two epistemic semantics: the clock and synchronous perfect recall semantics in partially observed discrete-time Markov chains.…

计算机科学中的逻辑 · 计算机科学 2016-06-29 R van der Meyden , M K Patra

Model-based clustering integrated with variable selection is a powerful tool for uncovering latent structures within complex data. However, its effectiveness is often hindered by challenges such as identifying relevant variables that define…

Data objects taking value in a general metric space have become increasingly common in modern data analysis. In this paper, we study two important statistical inference problems, namely, two-sample testing and change-point detection, for…

统计方法学 · 统计学 2023-07-11 Feiyu Jiang , Changbo Zhu , Xiaofeng Shao

In general, flat outputs of a nonlinear system may depend on the system's state and input as well as on an arbitrary number of time derivatives of the latter. If a flat output which also depends on time derivatives of the input is known,…

动力系统 · 数学 2023-01-11 Conrad Gstöttner , Bernd Kolar , Markus Schöberl

Independence testing is a classical statistical problem that has been extensively studied in the batch setting when one fixes the sample size before collecting data. However, practitioners often prefer procedures that adapt to the…

Classification systems typically act in isolation, meaning they are required to implicitly memorize the characteristics of all candidate classes in order to classify. The cost of this is increased memory usage and poor sample efficiency. We…

机器学习 · 计算机科学 2018-09-14 Harris Chan , Atef Chaudhury , Kevin Shen

Data minimisation is a privacy enhancing principle, stating that personal data collected should be no more than necessary for the specific purpose consented by the user. Checking that a program satisfies the data minimisation principle is…

计算机科学中的逻辑 · 计算机科学 2018-01-09 Srinivas Pinisetty , Thibaud Antignac , David Sands , Gerardo Schneider

Model-based reasoning is a central concept in current research into intelligent diagnostic systems. It is based on the assumption that sources of incorrect behavior in technical devices can be located and identified via the existence of a…

软件工程 · 计算机科学 2007-05-23 Cristinel Mateis , Markus Stumptner , Dominik Wieland , Franz Wotawa

Verification of large and complicated concurrent programs is an important issue in the software world. Stateless model checking is an appropriate method for systematically and automatically testing of large programs, which has proved its…

编程语言 · 计算机科学 2016-03-14 Elaheh Ghassabani , Mohammad Abdollahi Azgomi

In the modern world, we are permanently using, leveraging, interacting with, and relying upon systems of ever higher sophistication, ranging from our cars, recommender systems in e-commerce, and networks when we go online, to integrated…

人工智能 · 计算机科学 2023-06-23 Patrick Rodler

Conformalized multiple testing offers a model-free way to control predictive uncertainty in decision-making. Existing methods typically use only part of the available data to build score functions tailored to specific settings. We propose a…

统计方法学 · 统计学 2026-05-22 Yuyang Huo , Xiaoyang Wu , Changliang Zou , Haojie Ren

Uniqueness and independence are two fundamental properties of data. Their enforcement in database systems can lead to higher quality data, faster data service response time, better data-driven decision making and knowledge discovery from…

数据库 · 计算机科学 2014-04-18 Miika Hannula , Juha Kontinen , Sebastian Link

A view with a binding pattern is a parameterised query on a database. Such views are used, e.g., to model Web services. To answer a query on such views, one has to orchestrate the views together in execution plans. The goal is usually to…

数据库 · 计算机科学 2020-10-08 Julien Romero , Nicoleta Preda , Fabian Suchanek

Higher-order processes with parameterization are capable of abstraction and application (migrated from the lambda-calculus), and thus are computationally more expressive. For the minimal higher-order concurrency, it is well-known that the…

计算机科学中的逻辑 · 计算机科学 2021-08-25 Xian Xu , Wenbo Zhang

A natural way to measure the power of a distributed-computing model is to characterize the set of tasks that can be solved in it. %the model. In general, however, the question of whether a given task can be solved in a given model is…

分布式、并行与集群计算 · 计算机科学 2016-11-23 Carole Delporte-Gallet , Hugues Fauconnier , Eli Gafni , Petr Kuznetsov