Pascal Badzura,
"Design and Implementation of a web-based User Interface for the guided Assessment of Reliability of Classification Results using the Perturbation Approach"
, 8-2023, Masterarbeit am Institut für Wirtschaftsinformatik - Data & Knowledge Engineering, Betreuung: Assoz.-Prof. Mag. Dr. Christoph G. Schütz, unter Anleitung von Simon Staudinger, MSc
Original Titel:
Design and Implementation of a web-based User Interface for the guided Assessment of Reliability of Classification Results using the Perturbation Approach
Sprache des Titels:
Englisch
Original Kurzfassung:
With the growing volume of data in organizations, data mining techniques have become a critical part of the decision making process. However, assessing the reliability of individual predictive analytics results remains a complex challenge, as global metrics such as accuracy, precision, and recall only measure the overall performance of a predictive model. To render this reliability assessment process more user-friendly and streamlined, a web-based user interface has been developed in this master thesis, which guides users through the process of assessing the reliability of predictive analytics results as outlined by Staudinger et al. (2023). Using the web-based user interface, users can document their activities during the reference process and store this information in a knowledge graph. This documented information serves as the basis for generating perturbation options, which are used to introduce systematic alterations in feature values. The perturbation approach identifies sensitive feature values - those that, when perturbed, cause a shift in the original prediction of a predictive model. Thus, by using the perturbation approach, the user can effectively evaluate the reliability of an individual predictive analytics result.
Sprache der Kurzfassung:
Englisch
Erscheinungsmonat:
8
Erscheinungsjahr:
2023
Notiz zum Zitat:
Masterarbeit am Institut für Wirtschaftsinformatik - Data & Knowledge Engineering, Betreuung: Assoz.-Prof. Mag. Dr. Christoph G. Schütz, unter Anleitung von Simon Staudinger, MSc
Forschungs-