Auditing and Testing AI - A Holistic Framework

被引：0
|
作者：
Becker, Nikolas [1 ]
Waltl, Bernhard [1 ]
机构：
[1] Gesell Informat eV GI, Bonn, Germany
来源：
DIGITAL HUMAN MODELING AND APPLICATIONS IN HEALTH, SAFETY, ERGONOMICS AND RISK MANAGEMENT: HEALTH, OPERATIONS MANAGEMENT, AND DESIGN, PT II | 2022年 / 13320卷
关键词：
AI; Testing; Auditing; Safety; Fairness; Lifecycle; Framework;
D O I：
10.1007/978-3-031-06018-2_20
中图分类号：
TP31 [计算机软件];
学科分类号：
081202 ; 0835 ;
摘要：
This paper describes a framework that can be used to assess and analyze AI systems in terms of risk. The framework addresses the structure and components of AI systems at five layers and allows taking a holistic view of AI systems while focusing on specific aspects, such as discrimination or data.
引用
收藏
页码：283 / 292
页数：10
相关论文
共 50 条
  • [1] A Holistic Framework for Forecasting Transformative AI
    Gruetzemacher, Ross
    BIG DATA AND COGNITIVE COMPUTING, 2019, 3 (03) : 1 - 27
  • [2] A Holistic Framework for AI Systems in Industrial Applications
    Kaymakci, Can
    Wenninger, Simon
    Sauer, Alexander
    INNOVATION THROUGH INFORMATION SYSTEMS, VOL II: A COLLECTION OF LATEST RESEARCH ON TECHNOLOGY ISSUES, 2021, 47 : 78 - 93
  • [3] A Holistic Assurance Framework for Video Endurance Testing
    Das, Debasish
    Das, Tapan
    2015 IEEE International Conference on Computer Graphics, Vision and Information Security (CGVIS), 2015, : 290 - 295
  • [4] Auditing the AI Auditors: A Framework for Evaluating Fairness and Bias in High Stakes AI Predictive Models
    Landers, Richard N.
    Behrend, Tara S.
    AMERICAN PSYCHOLOGIST, 2023, 78 (01) : 36 - 49
  • [5] Revolutionizing AI Governance: Addressing Bias and Ensuring Accountability Through the Holistic AI Governance Framework
    Atoum, Ibrahim
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2025, 16 (02) : 830 - 839
  • [6] AI-Based Holistic Framework for Cyber Threat Intelligence Management
    Spyros, Arnolnt
    Koritsas, Ilias
    Papoutsis, Angelos
    Panagiotou, Panos
    Chatzakou, Despoina
    Kavallieros, Dimitrios
    Tsikrika, Theodora
    Vrochidis, Stefanos
    Kompatsiaris, Ioannis
    IEEE ACCESS, 2025, 13 : 20820 - 20846
  • [7] A Testing Framework for AI Linguistic Systems (testFAILS)
    Kumar, Yulia
    Morreale, Patricia
    Sorial, Peter
    Delgado, Justin
    Li, J. Jenny
    Martins, Patrick
    ELECTRONICS, 2023, 12 (14)
  • [8] A Testing Framework for AI Linguistic Systems (testFAILS)
    Kumar, Y.
    Morreale, P.
    Sorial, P.
    Delgado, J.
    Li, J. Jenny
    Martins, P.
    2023 IEEE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE TESTING, AITEST, 2023, : 51 - 54
  • [9] Transparent AI in Auditing through Explainable AI
    Zhong, Chen
    Goel, Sunita
    CURRENT ISSUES IN AUDITING, 2023, 18 (02): : A1 - A14
  • [10] An AI-Based Automated Continuous Compliance Awareness Framework (CoCAF) for Procurement Auditing
    Wang, Ke
    Zipperle, Michael
    Becherer, Marius
    Gottwalt, Florian
    Zhang, Yu
    BIG DATA AND COGNITIVE COMPUTING, 2020, 4 (03) : 1 - 14
12345