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  1. Article

    Open Access

    Handling hybrid and missing data in constraint-based causal discovery to study the etiology of ADHD

    Causal discovery is an increasingly important method for data analysis in the field of medical research. In this paper, we consider two challenges in causal discovery that occur very often when working with me...

    Elena Sokolova, Daniel von Rhein in International Journal of Data Science and … (2017)

  2. Chapter and Conference Paper

    Copula PC Algorithm for Causal Discovery from Mixed Data

    We propose the ‘Copula PC’ algorithm for causal discovery from a combination of continuous and discrete data, assumed to be drawn from a Gaussian copula model. It is based on a two-step approach. The first ste...

    Ruifei Cui, Perry Groot in Machine Learning and Knowledge Discovery in Databases (2016)

  3. No Access

    Article

    A quantitative analysis of the robustness of knowledge-based systems through degradation studies

    The overall aim of this paper is to provide a general setting for quantitative quality measures of knowledge-based system behaviour that is widely applicable to many knowledge-based systems. We propose a gener...

    Perry Groot, Annette ten Teije, Frank van Harmelen in Knowledge and Information Systems (2005)

  4. No Access

    Chapter and Conference Paper

    Scalable Instance Retrieval for the Semantic Web by Approximation

    Approximation has been identified as a potential way of reducing the complexity of logical reasoning. Here we explore approximation for speeding up instance retrieval in a Semantic Web context. For OWL ontolog...

    Holger Wache, Perry Groot in Web Information Systems Engineering – WISE… (2005)

  5. Chapter and Conference Paper

    Approximating Description Logic Classification for Semantic Web Reasoning

    In many application scenarios, the use of the Web ontology language OWL is hampered by the complexity of the underlying logic that makes reasoning in OWL intractable in the worst case. In this paper, we addres...

    Perry Groot, Heiner Stuckenschmidt in The Semantic Web: Research and Applications (2005)