Deriving and evaluating a fault model for testing data science applications

Author:

Aftab Jilani Atif12ORCID,Sherin Salman12,Ijaz Sidra12,Zohaib Iqbal Muhammad12,Uzair Khan Muhammad12

Affiliation:

1. Quest Lab, Department of Computer Science National University of Computer and Emerging Sciences Islamabad Pakistan

2. UAV‐Dependability Lab National Center of Robotics & Automation (NCRA) Islamabad Pakistan

Funder

Higher Education Commission, Pakistan

Publisher

Wiley

Subject

Software

Reference109 articles.

1. Deeptest: automated testing of deep‐neural‐network‐driven autonomous cars;Tian Y;ACM,2018

2. HumbatovaN JahangirovaG BavotaG RiccioV StoccoA TonellaP.Taxonomy of real faults in deep learning systems In: Proceedings of the ACM/IEEE 42nd International Conference on Software Engineering;2020:1110‐1121.

3. BreckE CaiS NielsenE SalibM SculleyD.What's your ML test score? a rubric for ML production systems;2016.

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