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Auflistung nach Schlagwort "algorithm"

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  • Textdokument
    PhD Proposal
    (EMISA 2024, 2024) Andreswari, Rachmadita
    Process mining techniques provide operational insights into work processes in various types of organizations. These processes handle sensitive data of customers, patients, students, or citizens and their results impact the lives and careers of these affected persons. So far, much of process mining research has focused on classical dimensions of performance such a cycle time or operational cost. What is missing is a primal consideration of ethical concerns such as fairness. Fairness is a recently researched concept in machine learning, which requires a deeper integration into process mining algorithms. This research addresses this requirement. To this end, it aims to analyze fairness concerns in process mining, to develop new process mining algorithms that integrate fairness concerns, and to evaluate them for their effectiveness. Methodologically, our research will build on guidelines for design science and algorithm engineering research. In this way, we will combine engineering research with empirical evaluations.
  • Konferenzbeitrag
    Towards Detecting Algorithm Implementations in Code Bases
    (Softwaretechnik-Trends Band 42, Heft 2, 2022) Neumüller, Denis; Tichy, Matthias
    Developing an understanding of a software system is an integral part of a software-reengineering effort. Even though many approaches for supporting the process of software understanding exist, to the best of our knowledge, none focuses on leveraging information from the algorithms implemented in a system. We believe that detecting well known algorithms in the code base can be helpful to gain knowledge about, which concerns are present in the code base, how they are solved and which components are involved. Our envisioned solution consists of a Domain Specific Language (DSL) designed to describe key features of an algorithm, a search algorithm to find these features and a set of “ready to use” descriptions for common algorithms.